Creata pagina con "{{main menu}} {{ArtBy| | autore = Gianni Frisardi | autore2 = Giorgio Cruccu | autore3 = Alice Bisirri | autore4 = Pier Paolo Valentini | autore5 = Flavio Frisardi | autore7 = Irene Minciacchi }} <div class="chapter-content"> '''Abstract:''' System Logic marks a shift in medical science when diagnosis must address living systems that are dynamic, layered, and only partially observable. This chapter explains why dentistry is being pushed toward System Logic by two conv..."
 
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'''Abstract:''' System Logic marks a shift in medical science when diagnosis must address living systems that are dynamic, layered, and only partially observable. This chapter explains why dentistry is being pushed toward System Logic by two converging pressures: the demand for objective clinical indices and the recognition that the logic of medical language is often inadequate for complex biological phenomena. Indices and constants, such as the Henderson–Hasselbalch equation for pH or laboratory-derived composite markers, provide measurable reference points for diagnosis and guidelines. Yet their validity is frequently debated because clinical reality is not exhausted by what a single index measures, and because interpretation, schools of thought, and hidden variables can distort what looks like “objective” data.


Orthodontics provides a concrete illustration. Outcome assessment traditionally relied on clinician experience and subjective judgment, then moved toward standardized indices such as the Peer Assessment Rating (PAR) and objective grading systems for casts and radiographs. These tools quantify deviation from alignment, compare pre- and post-treatment states, and support quality improvement. However, an index may be accurate for alignment without being sufficient to define “normocclusion”, which is a functional and systemic condition. Relapse can occur even with apparently good occlusal finishing, and long-term changes can undermine cutoff-based excellence, reminding clinicians that indices are models, not reality.
'''Abstract:''' This Open Access abstract introduces the conceptual transition from classical diagnostic reasoning to a “System Logic” approach in medicine and dentistry. The chapter argues that the historical reliance on either binary statements (true/false) or purely probabilistic statements (high likelihood) becomes fragile when clinical reality is complex, multi-layered, and time-dependent. To reduce differential diagnostic error, two pillars are proposed: (1) the disciplined use of clinical indices as objective reference points, and (2) a revised logic of medical language capable of representing uncertainty without collapsing into ambiguity.
 
Clinical indices (constants, equations, scores, and laboratory composite measures) are useful because they transform heterogeneous observations into measurable, comparable outputs. However, the chapter highlights a critical limit: an index can be reliable inside its intended context yet misleading when exported beyond that context. Orthodontic indices such as PAR (Peer Assessment Rating) can quantify deviation from a “normal” occlusion model, but they cannot automatically validate a functional normocclusion, because function depends on hierarchical biological levels (neuromotor control, sensory feedback, adaptation, and systemic constraints). The chapter therefore uses orthodontics as an example of how “objective numbers” still require a correct definition of the system boundaries and observables.


This tension connects directly to language logic. Classical logic forces bivalent conclusions (true/false), while probabilistic reasoning often becomes meaningful only inside narrow specialist contexts; both can oversimplify signals that are context-dependent, driven by feedback, and sometimes non-deterministic. The chapter therefore extends the previous motivation for fuzzy logic: instead of separating specialist know-how, System Logic encourages the superimposition of interdisciplinary contexts, so that complex clinical phenomena can be described with elastic but formal rules.
The second pillar concerns language itself. Classical logic is too rigid for living systems because it forces the clinician to decide as if reality were crisp, while many clinical predicates are gradual: pain intensity, dysfunction, fatigue, “almost normal” neuromotor patterns, partial recovery, early-stage pathology, and so on. Probabilistic reasoning improves flexibility but depends critically on the knowledge base available in that specific specialist context. For these reasons, the chapter connects medical reasoning to fuzzy logic as a bridge toward System Logic: uncertainty must be encoded formally, not hidden under vague wording.


Systems Theory is presented as the formal backbone for System Logic. A system is modeled through inputs, states, and outputs across ordered time. In the masticatory domain, the trigeminal motor system is treated as a black box: controlled triggers (transcranial electrical stimulation) act as inputs, and measurable responses (latency and amplitude) define outputs. The chapter contrasts routine interferential EMG, whose reliability and diagnostic correlation with TMD, orofacial pain, and malocclusion remain contested, with evoked-potential methods that embody system behavior and expose higher-level dysfunction.
System Logic is then anchored to Systems Theory (general system theory): a system is modeled through inputs, state variables, and measurable outputs evolving over time. In the masticatory field, this framework is made practical by moving from overused and often weak observables (e.g., interferential EMG patterns) toward system-level electrophysiological responses evoked by controlled triggers. Root-MEPs (trigeminal motor evoked potentials) are presented as an example of a system output that can reveal pathological restructuring earlier and more reliably than surface proxies. The chapter’s underlying message is clinical and ethical: when diagnostic uncertainty persists, the correct strategy is not to simplify reality, but to model it at the appropriate hierarchical level—so that early diagnosis becomes possible and preventable harm is reduced.


Clinically, this approach aims to reduce differential diagnostic error, avoid unnecessary dental interventions in patients whose orofacial symptoms arise from neurological disease, and enable earlier, life-saving detection by grounding indices in system behavior and repeatable measurements. A worked example is the Root-MEP protocol: a sequence of progressively greater stimuli delivered at ordered times produces multiple averaged traces in which latency decreases and amplitude increases as input rises. Because the response is evoked at the trigeminal motor root level, it captures system integrity at a higher hierarchical level than the occlusal observable. Repeating the protocol across epochs allows comparison of the same system over time, turning a qualitative clinical impression into reproducible variables, and preparing the reader for later chapters on diagnostic modeling in practice.
[[File:Bilateral Root-MEPs.jpg|thumb|center|520px|alt=Bilateral Root-MEPs|'''Figure 1:''' Bilateral Root-MEPs as a system-output example: trigeminal motor responses evoked by a controlled trigger.]]


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[[File:Bilateral Root-MEPs.jpg|center|thumb|550px|alt=Bilateral Root-MEPs|'''Figure:''' Virtual segmentation of the Trigeminal Nervous System and annotation of the motor Root level from which the trigeminal Motor Evoked Potentials (Root-MEPs) are evoked.]]
==Three questions (Open Access)==
 
{{q2|
'''Why are clinical indices necessary but also potentially misleading in dentistry?'''|
Because an index can be valid inside its intended context (what it truly measures) but misleading when used to “prove” broader claims (e.g., equating alignment scores with functional normocclusion). The chapter insists that indices must match the correct system level and observables.
}}
 
{{q2|
'''What is the limit of classical and probabilistic logic when applied to living systems?'''|
Classical logic is too rigid (true/false) for gradual predicates; probabilistic logic depends strongly on the specialist knowledge base and can fail when contexts merge or when uncertainty is not purely stochastic. The chapter motivates a formal treatment of “elastic” clinical predicates and contextual knowledge.
}}
 
{{q2|
'''Why are Root-MEPs presented as an example of System Logic applied clinically?'''|
Because they treat the masticatory system as a real system with inputs (trigger) and outputs (latency/amplitude), allowing objective comparison across epochs and earlier detection of pathological restructuring than proxy observables such as interferential EMG.
}}


== Three questions (Open Access) ==
==Access to full chapter==
{{q2|Why are clinical indices necessary but insufficient in dentistry?|They provide measurable reference points, but they can miss hidden variables and functional system states; an index may quantify alignment without defining normocclusion or safety.}}
{{q2|What does “System Logic” add to medical language?|It moves beyond rigid true/false and narrow probabilistic framing by integrating elastic formal reasoning (including fuzzy concepts) with interdisciplinary context and feedback.}}
{{q2|Why are Root-MEPs an example of Systems Theory applied clinically?|They treat the trigeminal motor system as a black box: a controlled input (trigger) produces measurable outputs (latency, amplitude) that track system integrity and can be compared across time.}}


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* {{cita libro | autore = Lang G | autore2 = Alfter G | autore3 = Göz G | autore4 = Lang GH | titolo = Retention and stability--taking various treatment parameters into account | url = https://pubmed.ncbi.nlm.nih.gov/11974450/ | opera = J Orofac Orthop | anno = 2002 | DOI = 10.1007/s00056-002-0036-2 | PMID = 11974450 }}
* {{cita libro | autore = Steinnes J | autore2 = Johnsen G | autore3 = Kerosuo H | titolo = Stability of orthodontic treatment outcome in relation to retention status: An 8-year follow-up | url = https://pubmed.ncbi.nlm.nih.gov/28554448/ | opera = Am J Orthod Dentofacial Orthop | anno = 2017 | DOI = 10.1016/j.ajodo.2016.10.032 | PMID = 28554448 }}
* {{cita libro | autore = Steinnes J | autore2 = Johnsen G | autore3 = Kerosuo H | titolo = Stability of orthodontic treatment outcome in relation to retention status: An 8-year follow-up | url = https://pubmed.ncbi.nlm.nih.gov/28554448/ | opera = Am J Orthod Dentofacial Orthop | anno = 2017 | DOI = 10.1016/j.ajodo.2016.10.032 | PMID = 28554448 }}
* {{cita libro | autore = de Freitas KM | autore2 = Janson G | autore3 = de Freitas MR | autore4 = Pinzan A | autore5 = Henriques JF | autore6 = Pinzan-Vercelino CR | titolo = Influence of the quality of the finished occlusion on postretention occlusal relapse | url = https://pubmed.ncbi.nlm.nih.gov/17920494/ | opera = Am J Orthod Dentofacial Orthop | anno = 2007 | DOI = 10.1016/j.ajodo.2007.02.051 | PMID = 17920494 }}
* {{cita libro | autore = de Freitas KM | autore2 = Janson G | autore3 = de Freitas MR | autore4 = Pinzan A | autore5 = Henriques JF | autore6 = Pinzan-Vercelino CR | titolo = Influence of the quality of the finished occlusion on postretention occlusal relapse | url = https://pubmed.ncbi.nlm.nih.gov/17920494/ | opera = Am J Orthod Dentofacial Orthop | anno = 2007 | DOI = 10.1016/j.ajodo.2007.02.051 | PMID = 17920494 }}
* {{cita libro | autore = Hoybjerg AJ | autore2 = Currier GF | autore3 = Kadioglu O | titolo = Evaluation of 3 retention protocols using the American Board of Orthodontics cast and radiograph evaluation | url = https://pubmed.ncbi.nlm.nih.gov/23810041/ | opera = Am J Orthod Dentofacial Orthop | anno = 2013 | DOI = 10.1016/j.ajodo.2013.02.022 | PMID = 23810041 }}
* {{cita libro | autore = Hoybjerg AJ | autore2 = Currier GF | autore3 = Kadioglu O | titolo = Evaluation of 3 retention protocols using the American Board of Orthodontics cast and radiograph evaluation | url = https://pubmed.ncbi.nlm.nih.gov/23810041/ | opera = Am J Orthod Dentofacial Orthop | anno = 2013 | DOI = 10.1016/j.ajodo.2013.02.022 | PMID = 23810041 }}
* {{cita libro | autore = Nett BC | autore2 = Huang GJ | titolo = Long-term posttreatment changes measured by the American Board of Orthodontics objective grading system | url = https://pubmed.ncbi.nlm.nih.gov/15821689 | opera = Am J Orthod Dentofacial Orthop | anno = 2005 | editore = Elsevier Inc | DOI = 10.1016/j.ajodo.2004.03.029 | PMID = 15821689 }}
* {{cita libro | autore = Nett BC | autore2 = Huang GJ | titolo = Long-term posttreatment changes measured by the American Board of Orthodontics objective grading system | url = https://pubmed.ncbi.nlm.nih.gov/15821689 | opera = Am J Orthod Dentofacial Orthop | anno = 2005 | editore = Elsevier Inc | DOI = 10.1016/j.ajodo.2004.03.029 | PMID = 15821689 }}
* {{cita libro | autore = Casko JS | autore2 = Vaden JL | autore3 = Kokich VG | autore4 = Damone J | autore5 = James RD | autore6 = Cangialosi TJ | autore7 = Riolo ML | titolo = Objective grading system for dental casts and panoramic radiographs | url = https://pubmed.ncbi.nlm.nih.gov/9810056 | opera = Am J Orthod Dentofacial Orthop | anno = 1998 | DOI = 10.1016/s0889-5406(98)70179-9 | PMID = 9810056 }}
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* {{cita web | titolo = Equifinality | url = https://en.wikipedia.org/wiki/Equifinality | opera = Wikipedia | accesso = {{CURRENTYEAR}}-{{CURRENTMONTH}}-{{CURRENTDAY2}} }}
* {{cita libro | autore = von Bertalanffy L | titolo = General System Theory: Foundations, Development, Applications | url = https://archive.org/details/generalsystemthe0000bert | anno = 1968 | editore = George Braziller | città = New York | ISBN = 978-0807604533 | DOI = 10.1001/archpsyc.1969.01740200123021 }}
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* {{cita libro | autore = Reaz MB | autore2 = Hussain MS | autore3 = Mohd-Yasin F | titolo = Techniques of EMG signal analysis: detection, processing, classification and applications (Correction) | url = https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1455479/pdf/bpo_v8_p11_m115.pdf | opera = Biol Proced Online | anno = 2006 | DOI = 10.1251/bpo115 | PMID = 16799694 | PMCID = PMC1455479 }}
* {{cita libro | autore = Reaz MB | autore2 = Hussain MS | autore3 = Mohd-Yasin F | titolo = Techniques of EMG signal analysis: detection, processing, classification and applications (Correction) | url = https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1455479/pdf/bpo_v8_p11_m115.pdf | opera = Biol Proced Online | anno = 2006 | DOI = 10.1251/bpo115 | PMID = 16799694 | PMCID = PMC1455479 }}
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* {{cita libro | autore = Masci C | autore2 = Ciarrocchi I | autore3 = Spadaro A | autore4 = Necozione S | autore5 = Marci MC | autore6 = Monaco A | titolo = Does orthodontic treatment provide a real functional improvement? A case control study | url = https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3827987/pdf/1472-6831-13-57.pdf | opera = BMC Oral Health | anno = 2013 | editore = BioMed Central Ltd | DOI = 10.1186/1472-6831-13-57 | PMID = 24152806 | PMCID = PMC3827987 | oaf = CC-BY 2 }}
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* {{cita libro | autore = Moazzam AA | autore2 = Habibian M | titolo = Patients appearing to dental professionals with orofacial pain arising from intracranial tumors: a literature review | url = https://pubmed.ncbi.nlm.nih.gov/23036798/ | opera = Oral Surg Oral Med Oral Pathol Oral Radiol | anno = 2012 | DOI = 10.1016/j.oooo.2012.06.017 | PMID = 23036798 }}
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{{apm}}
* {{cita libro | autore = Merton PA | autore2 = Morton HB | titolo = Stimulation of the cerebral cortex in the intact human subject | url = https://www.nature.com/articles/285227a0.pdf | opera = Nature | anno = 1980 | editore = Springer Nature Limited | DOI = 10.1038/285227a0 | PMID = 7374773 }}


[[Category:Articles about logic of language]]
* {{cita libro | autore = Cruccu G | autore2 = Berardelli A | autore3 = Inghilleri M | autore4 = Manfredi M | titolo = Functional organization of the trigeminal motor system in man. A neurophysiological study | url = https://academic.oup.com/brain/article-abstract/

Versione delle 09:22, 30 dic 2025

Masticationpedia
Masticationpedia


Abstract: This Open Access abstract introduces the conceptual transition from classical diagnostic reasoning to a “System Logic” approach in medicine and dentistry. The chapter argues that the historical reliance on either binary statements (true/false) or purely probabilistic statements (high likelihood) becomes fragile when clinical reality is complex, multi-layered, and time-dependent. To reduce differential diagnostic error, two pillars are proposed: (1) the disciplined use of clinical indices as objective reference points, and (2) a revised logic of medical language capable of representing uncertainty without collapsing into ambiguity.

Clinical indices (constants, equations, scores, and laboratory composite measures) are useful because they transform heterogeneous observations into measurable, comparable outputs. However, the chapter highlights a critical limit: an index can be reliable inside its intended context yet misleading when exported beyond that context. Orthodontic indices such as PAR (Peer Assessment Rating) can quantify deviation from a “normal” occlusion model, but they cannot automatically validate a functional normocclusion, because function depends on hierarchical biological levels (neuromotor control, sensory feedback, adaptation, and systemic constraints). The chapter therefore uses orthodontics as an example of how “objective numbers” still require a correct definition of the system boundaries and observables.

The second pillar concerns language itself. Classical logic is too rigid for living systems because it forces the clinician to decide as if reality were crisp, while many clinical predicates are gradual: pain intensity, dysfunction, fatigue, “almost normal” neuromotor patterns, partial recovery, early-stage pathology, and so on. Probabilistic reasoning improves flexibility but depends critically on the knowledge base available in that specific specialist context. For these reasons, the chapter connects medical reasoning to fuzzy logic as a bridge toward System Logic: uncertainty must be encoded formally, not hidden under vague wording.

System Logic is then anchored to Systems Theory (general system theory): a system is modeled through inputs, state variables, and measurable outputs evolving over time. In the masticatory field, this framework is made practical by moving from overused and often weak observables (e.g., interferential EMG patterns) toward system-level electrophysiological responses evoked by controlled triggers. Root-MEPs (trigeminal motor evoked potentials) are presented as an example of a system output that can reveal pathological restructuring earlier and more reliably than surface proxies. The chapter’s underlying message is clinical and ethical: when diagnostic uncertainty persists, the correct strategy is not to simplify reality, but to model it at the appropriate hierarchical level—so that early diagnosis becomes possible and preventable harm is reduced.

Bilateral Root-MEPs
Figure 1: Bilateral Root-MEPs as a system-output example: trigeminal motor responses evoked by a controlled trigger.

Three questions (Open Access)

«Why are clinical indices necessary but also potentially misleading in dentistry?»
(Because an index can be valid inside its intended context (what it truly measures) but misleading when used to “prove” broader claims (e.g., equating alignment scores with functional normocclusion). The chapter insists that indices must match the correct system level and observables.)
«What is the limit of classical and probabilistic logic when applied to living systems?»
(Classical logic is too rigid (true/false) for gradual predicates; probabilistic logic depends strongly on the specialist knowledge base and can fail when contexts merge or when uncertainty is not purely stochastic. The chapter motivates a formal treatment of “elastic” clinical predicates and contextual knowledge.)
«Why are Root-MEPs presented as an example of System Logic applied clinically?»
(Because they treat the masticatory system as a real system with inputs (trigger) and outputs (latency/amplitude), allowing objective comparison across epochs and earlier detection of pathological restructuring than proxy observables such as interferential EMG.)

Access to full chapter

Full chapter available for Approved Members

To read the complete chapter (figures, formal models, and full clinical reasoning), please access via LinkedIn.

<a href="/oauth/linkedin-login.php?returnTo=/wiki/System_logic" style="display:inline-block; padding:10px 14px; border-radius:8px; text-decoration:none; font-weight:700; background:#0a66c2; color:#fff;"> Apply via LinkedIn </a>


Bibliography & references


  • Hickman JH, «Directional edgewise orthodontic approach. 5», in J Clin Orthod, 1975».
    PMID:1054697 
  • {{cita libro | autore = Cruccu G | autore2 = Berardelli A | autore3 = Inghilleri M | autore4 = Manfredi M | titolo = Functional organization of the trigeminal motor system in man. A neurophysiological study | url = https://academic.oup.com/brain/article-abstract/