{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003368881,0.000299274,0.0001857386,0.0005480967,0.0002051498,0.0002376729,0.0003055478,0.0005672116,0.002775381],"category_scores_gemma":[0.0006331094,0.0001731267,0.0001576472,0.0001255459,0.0003633605,0.0002887036,0.0002854978,0.0002246294,0.0004545773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002196926,"about_ca_system_score_gemma":0.0002153636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008586961,"about_ca_topic_score_gemma":0.001839795,"domain_scores_codex":[0.9998506,0.00003699168,0.000009371694,0.00003497402,0.0000421277,0.00002584323],"domain_scores_gemma":[0.9995496,0.0002378422,0.00007217289,0.00004579763,0.00004656745,0.00004793522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006912632,0.0001467805,0.03889726,0.0002539678,0.00002512859,0.004383751,0.0002602609,0.0001862745,0.8890522,0.0002261636,0.001148796,0.06472826],"study_design_scores_gemma":[0.0002007974,0.004388151,0.202498,0.0001566292,0.0001420897,0.1059045,0.000395801,0.005573715,0.6675147,0.0004344624,0.01266703,0.0001239964],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661592,0.002434407,0.02635158,0.000374368,0.00005191479,0.0001099548,0.0001478968,0.0003027079,0.004067875],"genre_scores_gemma":[0.9669489,0.0006571245,0.03017918,0.0001238749,0.00002502014,0.00004271835,0.00006048091,0.00001088973,0.001951881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002775381,"threshold_uncertainty_score":0.009284556,"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."}}