{"id":"W2334150511","doi":"10.1158/1940-6207.prev-12-cn02-02","title":"Abstract CN02-02: Malignant risk prediction for patients with oral premalignant lesions","year":2012,"lang":"en","type":"article","venue":"Cancer Prevention Research","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Cancer; Disease; Dysplasia; Triage; Epithelial dysplasia; Intensive care medicine; Family medicine; Pathology; Internal medicine; Medical emergency","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":[0.00183738,0.000507994,0.0005043552,0.001534019,0.0009734932,0.001685059,0.0009846874,0.0007781809,0.006253059],"category_scores_gemma":[0.009202446,0.000308979,0.0006861626,0.00169483,0.0001919627,0.0004690353,0.001090673,0.001005407,0.001742599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002161731,"about_ca_system_score_gemma":0.003665335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1213592,"about_ca_topic_score_gemma":0.1508107,"domain_scores_codex":[0.999281,0.0001738045,0.00008313786,0.0001448388,0.0002005761,0.000116653],"domain_scores_gemma":[0.9952132,0.0007091108,0.0008151019,0.0002704619,0.001839478,0.00115269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004518718,0.00007055519,0.9849793,0.00004141082,0.00003700724,0.00005143878,0.00004817098,0.0002106323,0.0001022345,0.00005731596,0.006407432,0.007542711],"study_design_scores_gemma":[0.0000823125,0.0002040861,0.9904603,0.00004671499,0.0000837464,0.0001817811,0.0002123747,0.003521929,0.0002574272,0.0001715775,0.004757077,0.0000206333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9344548,0.00114722,0.001672675,0.002156782,0.000163069,0.0003981926,0.05000185,0.0002542447,0.009751166],"genre_scores_gemma":[0.9703423,0.0002946199,0.002370198,0.0002806729,0.00007646279,0.0002123201,0.02292864,0.00004078805,0.003454023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1213592,"threshold_uncertainty_score":0.2413056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1300934973037094,"score_gpt":0.4582425362103625,"score_spread":0.3281490389066531,"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."}}