{"id":"W2103103330","doi":"10.1002/hed.20468","title":"Direct fluorescence visualization of clinically occult high‐risk oral premalignant disease using a simple hand‐held device","year":2006,"lang":"en","type":"article","venue":"Head & Neck","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":162,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Canadian Institutes of Health Research; University of British Columbia; BC Cancer Agency","funders":"National Institute of Dental and Craniofacial Research","keywords":"Occult; Medicine; Autofluorescence; Dysplasia; Disease; Cancer; Head and neck cancer; Oral cavity; Dermatology; Pathology; Radiology; Internal medicine; Dentistry; Fluorescence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003390974,0.0001979164,0.0003864736,0.00005862377,0.0002674263,0.00002645701,0.0001174608,0.0001527326,0.00009816582],"category_scores_gemma":[0.0001906207,0.0001717349,0.0001230431,0.0002359798,0.000126508,0.0001285246,0.00005975796,0.0001183238,0.0001318517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007256203,"about_ca_system_score_gemma":0.0001576705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002929011,"about_ca_topic_score_gemma":0.00190638,"domain_scores_codex":[0.9978113,0.0003440546,0.0007956413,0.0004161985,0.0002604063,0.0003723787],"domain_scores_gemma":[0.9987346,0.0001659043,0.000400429,0.0003818426,0.0001527668,0.0001644696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005095229,0.0007326191,0.9952458,0.0002258115,0.00002403601,0.0003031964,0.00005196832,0.0002676472,0.0007615961,0.0004671869,0.0004710294,0.0009395867],"study_design_scores_gemma":[0.001687218,0.0003169471,0.9886057,0.0002557591,0.0002484115,0.00002236032,0.00001235583,0.002892917,0.004330628,0.0007722912,0.0006325218,0.0002228233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974766,0.0003564619,0.001012552,0.00003122975,0.0002892565,0.0004089215,0.0002133813,0.00007925672,0.0001322822],"genre_scores_gemma":[0.997433,0.00002515534,0.001889752,0.0001184871,0.0001263228,0.00002007092,0.0001659689,0.00002565232,0.0001955879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006640032,"threshold_uncertainty_score":0.7003145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04645193379040108,"score_gpt":0.3852023720286526,"score_spread":0.3387504382382515,"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."}}