{"id":"W3172486593","doi":"10.1016/j.oooo.2021.03.054","title":"ORAL AND OROPHARYNGEAL SQUAMOUS CELL CARCINOMA ASSOCIATED WITH PRECURSOR LESIONS: A STUDY OF CANCER DATA IN ONTARIO, CANADA","year":2021,"lang":"en","type":"article","venue":"Oral Surgery Oral Medicine Oral Pathology and Oral Radiology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; Sunnybrook Hospital; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; Western University","funders":"","keywords":"Medicine; Cancer; Stage (stratigraphy); Internal medicine; Disease; Basal cell; Oncology; Biopsy; Cancer registry; Dermatology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009410869,0.0005108275,0.0009057382,0.002622888,0.004266053,0.002043197,0.00186563,0.0006782011,0.003492029],"category_scores_gemma":[0.004035696,0.0008978876,0.0009979003,0.01132992,0.001109596,0.0007107195,0.001855712,0.0009717112,0.0004832082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04033361,"about_ca_system_score_gemma":0.06083362,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9964735,"about_ca_topic_score_gemma":0.9982389,"domain_scores_codex":[0.9975054,0.0001994349,0.0002831176,0.0003625887,0.0008855186,0.0007639641],"domain_scores_gemma":[0.9934274,0.0003980969,0.001297337,0.0002713788,0.003542289,0.001063544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009310771,0.00003294767,0.9948967,0.00008837972,0.00007444207,0.0002250631,0.001313602,0.0000660606,0.0001793107,0.0001582037,0.001044062,0.001828048],"study_design_scores_gemma":[0.00001308206,0.00002512722,0.9962038,0.00005376176,0.0000410104,0.0001119123,0.002079273,0.0001082864,0.00004372643,0.00001701374,0.001291602,0.00001132843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979829,0.001277267,0.0001244018,0.0003381441,0.00001828906,0.0001662684,0.01332393,0.00001361511,0.004909059],"genre_scores_gemma":[0.9922706,0.0009992378,0.000213829,0.000178716,0.000009440769,0.00005560837,0.004349112,0.00001308146,0.001910346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04033361,"threshold_uncertainty_score":0.2926422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05628863681745629,"score_gpt":0.3035152604662235,"score_spread":0.2472266236487672,"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."}}