{"id":"W2551600515","doi":"10.1016/j.oooo.2016.11.004","title":"Individualized five-year risk assessment for oral premalignant lesion progression to cancer","year":2016,"lang":"en","type":"article","venue":"Oral Surgery Oral Medicine Oral Pathology and Oral Radiology","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Histopathology; Medicine; Grading (engineering); Dysplasia; Epithelial dysplasia; Biopsy; Internal medicine; Concordance; Pathology; Oncology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004230455,0.0009207805,0.002589582,0.0005785545,0.0008570473,0.00002778422,0.0003937156,0.001165238,0.001080521],"category_scores_gemma":[0.001205692,0.0005513927,0.0003234255,0.0004917198,0.001341206,0.0003687216,0.0003255976,0.0006441532,0.0001822488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002906777,"about_ca_system_score_gemma":0.0003067664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005986046,"about_ca_topic_score_gemma":0.001186881,"domain_scores_codex":[0.991663,0.00281484,0.001494545,0.00173831,0.0004503602,0.001838881],"domain_scores_gemma":[0.9956197,0.001727833,0.0007785247,0.0007230401,0.000324828,0.0008260686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003463144,0.0003445577,0.717866,0.0001355267,0.0001822123,0.001791473,0.0002301724,0.00000325383,0.002876458,0.0009664683,0.04078676,0.2313539],"study_design_scores_gemma":[0.01532556,0.00836565,0.9083559,0.001055825,0.001040394,0.00238005,0.0002773753,0.00007423183,0.001582206,0.00827086,0.0517346,0.001537343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763752,0.002166519,0.002892813,0.01075404,0.004618784,0.00211702,0.0006854667,0.000284441,0.0001057486],"genre_scores_gemma":[0.9780807,0.001543769,0.01405079,0.002764597,0.0005871076,0.001126934,0.0003276207,0.0001122883,0.001406136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2298166,"threshold_uncertainty_score":0.9998326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06098198746344346,"score_gpt":0.4111605273290519,"score_spread":0.3501785398656084,"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."}}