{"id":"W4410815340","doi":"10.2196/66285","title":"Evaluation of Noninvasive Adjuncts for Early Detection of Oral Cancer in Oral Potentially Malignant Disorders and Development of Risk-Based Management Strategies: Protocol for a Prospective Longitudinal Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cancer; Gold standard (test); Population; Autofluorescence; Biopsy; Intensive care medicine; Pathology; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004865916,0.0001731521,0.0003878923,0.0004746133,0.000191987,0.00002363126,0.0001549097,0.0001148004,0.00001934357],"category_scores_gemma":[0.0001353946,0.000146598,0.00005988825,0.0004805904,0.0001635877,0.000131034,0.00009283548,0.0001817152,6.456364e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004135187,"about_ca_system_score_gemma":0.001629866,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005179179,"about_ca_topic_score_gemma":0.02044624,"domain_scores_codex":[0.9967377,0.0008266107,0.0007257375,0.0004754932,0.0008497774,0.0003846927],"domain_scores_gemma":[0.9976189,0.0002048899,0.0003796252,0.0002471658,0.001504464,0.00004502366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02062758,0.008262798,0.7198416,0.01034597,0.0004537397,0.00001060846,0.00225238,0.000346845,0.0006019302,0.0003796903,0.00001780236,0.2368591],"study_design_scores_gemma":[0.02663136,0.005542079,0.9418975,0.002132332,0.00005825747,2.686437e-7,0.001848563,0.0004295613,0.01812822,0.00313858,0.00007871636,0.0001145336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.2144777,0.000002868779,0.003926588,0.000008580794,0.000009052465,0.7814677,0.00005425464,0.000008232269,0.000045003],"genre_scores_gemma":[0.4439605,1.205012e-7,0.001820042,4.733688e-7,0.000002975154,0.5541878,0.000002350789,0.000008193792,0.00001758642],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2367445,"threshold_uncertainty_score":0.9974281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2618881581122349,"score_gpt":0.5796710554860225,"score_spread":0.3177828973737876,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}