{"id":"W3047675162","doi":"10.1136/jclinpath-2020-206948","title":"Borderline Gleason scores: communication is the key","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Pathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Barts Charity","keywords":"Key (lock); Medicine; Bioinformatics; Computer science; Biology; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01084658,0.0006113948,0.000856535,0.001437377,0.002354157,0.007571925,0.001809265,0.005385492,0.04372292],"category_scores_gemma":[0.08381467,0.0004646374,0.0004254691,0.001090675,0.003045807,0.01173132,0.003910718,0.007455648,0.02732505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00167035,"about_ca_system_score_gemma":0.004844977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001128016,"about_ca_topic_score_gemma":0.001335714,"domain_scores_codex":[0.9878964,0.005531252,0.00114714,0.001137082,0.003246868,0.001041203],"domain_scores_gemma":[0.9406106,0.02841868,0.005780918,0.002887424,0.0116242,0.0106781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001564869,0.0001019801,0.009134538,0.001065943,0.00006291507,0.002702937,0.001420865,0.0001533699,0.0007812979,0.01428952,0.4911181,0.479012],"study_design_scores_gemma":[0.00004367422,0.0002450483,0.008889591,0.004646125,0.0000967962,0.02614857,0.005791332,0.0004633289,0.0008625353,0.05390726,0.8987491,0.0001565917],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01129983,0.04941981,0.02200843,0.7868318,0.0373053,0.0001971368,0.0003052656,0.001235727,0.09139679],"genre_scores_gemma":[0.3463591,0.1396666,0.02737284,0.3022266,0.1127249,0.0003566523,0.001090975,0.001390194,0.06881228],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04372292,"threshold_uncertainty_score":0.1462678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194506689588449,"score_gpt":0.4294655315393124,"score_spread":0.3100148625804675,"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."}}