{"id":"W3175661882","doi":"10.1158/1940-6207.capr-21-0047","title":"Oral Squamous Cell Carcinoma Associated with Precursor Lesions","year":2021,"lang":"en","type":"article","venue":"Cancer Prevention Research","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Health Sciences Centre; University of Toronto; London Health Sciences Centre; Sunnybrook Health Science Centre; Western University","funders":"Faculty of Dentistry, University of Toronto","keywords":"Medicine; Cancer; Internal medicine; Stage (stratigraphy); Basal cell; Odds ratio; Carcinoma; Disease; Cancer registry; Gastroenterology; Oncology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007351397,0.0001216127,0.0001959282,0.00009879954,0.0004450268,0.00004146256,0.0001394965,0.0001754979,0.00318761],"category_scores_gemma":[0.0001370558,0.0001058781,0.0000776401,0.0006007653,0.0001268329,0.00009778629,0.000102981,0.0005359942,0.0005222633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000400675,"about_ca_system_score_gemma":0.0009372395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002215234,"about_ca_topic_score_gemma":0.004465439,"domain_scores_codex":[0.9970471,0.001211587,0.0002144692,0.0004356882,0.0005209059,0.0005702607],"domain_scores_gemma":[0.9985942,0.0002338528,0.00007209706,0.0003531409,0.0005716665,0.0001750836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00070572,0.004696548,0.8948389,0.0005980757,0.0001666403,0.006594305,0.000800797,0.00008683586,0.002372667,0.001603701,0.05562177,0.03191405],"study_design_scores_gemma":[0.004708908,0.0008831405,0.962384,0.0001701654,0.0000963222,0.00006275042,0.0004290233,0.00007602797,0.02363,0.001341998,0.005961516,0.0002561526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885019,0.002485643,0.00007262167,0.0004624866,0.0003101985,0.0004633388,0.00008784024,0.00005502143,0.007560969],"genre_scores_gemma":[0.8871152,0.00004150119,0.0001290047,0.00004451191,0.00006182787,0.0003479293,0.0001179667,0.00002235591,0.1121197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1045587,"threshold_uncertainty_score":0.9977236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1472287689381201,"score_gpt":0.4573190884735335,"score_spread":0.3100903195354133,"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."}}