{"id":"W2479091523","doi":"10.1016/j.oraloncology.2016.07.007","title":"Should severe epithelial dysplasia be treated?","year":2016,"lang":"en","type":"article","venue":"Oral Oncology","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; University of British Columbia; Vancouver General Hospital; BC Cancer Agency","funders":"National Institute of Dental and Craniofacial Research","keywords":"Medicine; Dysplasia; Lesion; Biopsy; Confidence interval; Cancer; Tumor progression; Population; Internal medicine; Odds ratio; Gastroenterology; Carcinoma; Carcinoma in situ; Pathology; Surgery","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002047092,0.0001954778,0.0003789894,0.00006675534,0.0001421038,0.000006210362,0.0001587931,0.0005098721,0.00337435],"category_scores_gemma":[0.00004784741,0.0001203582,0.00009533566,0.00009361271,0.0001803115,0.0001073162,0.00007048893,0.000180042,0.006519656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003550072,"about_ca_system_score_gemma":0.0001445626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001602979,"about_ca_topic_score_gemma":0.001359237,"domain_scores_codex":[0.9984134,0.0002844475,0.0002971763,0.0003760062,0.000125172,0.0005038299],"domain_scores_gemma":[0.999112,0.0002421001,0.0001152034,0.0003075225,0.00004875769,0.0001744927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001957927,0.00140282,0.4298817,0.00003880414,0.0002776245,0.01191135,0.0002273173,0.000001330649,0.008358888,0.01398229,0.07142178,0.4605381],"study_design_scores_gemma":[0.008323102,0.00337251,0.2259646,0.0000369678,0.0002267792,0.002649626,0.00005305138,0.000004033792,0.007062288,0.002883772,0.7489911,0.0004322167],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9600595,0.00009085421,0.00005929951,0.008559225,0.001556476,0.0002632987,0.0001975165,0.0001718921,0.0290419],"genre_scores_gemma":[0.9693465,0.00005004747,0.0006320757,0.001716884,0.0002395618,0.00006152632,0.00002066702,0.00002454735,0.02790818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6775693,"threshold_uncertainty_score":0.9975367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07418401200212786,"score_gpt":0.3827544109537271,"score_spread":0.3085703989515992,"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."}}