{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008731053,0.00008034048,0.0005009482,0.00001875279,0.00004512927,0.000008947542,0.0001755141,0.00009841151,0.0001396753],"category_scores_gemma":[0.001534159,0.00004309151,0.0002853638,0.00008920417,0.0001749255,0.00004107035,0.00005337535,0.0005625068,0.00003892284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001959031,"about_ca_system_score_gemma":0.0001579421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003240239,"about_ca_topic_score_gemma":0.000002725891,"domain_scores_codex":[0.9984052,0.0002642556,0.0009381736,0.0001110928,0.0001705788,0.0001106637],"domain_scores_gemma":[0.9979698,0.0007397331,0.0005919138,0.0002705514,0.0002414147,0.0001865678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003400956,0.001764526,0.651615,0.00008167465,0.0005904087,0.001423303,0.003147417,0.00001635916,0.0002346372,0.001002442,0.1280717,0.2086516],"study_design_scores_gemma":[0.009023166,0.009896306,0.6381699,0.0002876482,0.0006798421,0.0007065814,0.0003204438,0.0002699436,0.0005867539,0.002158803,0.337777,0.0001236214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6811526,0.007767469,0.0001612392,0.3097029,0.0002526644,0.0001769166,0.000006652701,0.000008340259,0.0007711423],"genre_scores_gemma":[0.948069,0.01271018,0.001958849,0.03663361,0.0005783308,0.000003994541,0.00000411575,0.000009986504,0.00003191378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2730693,"threshold_uncertainty_score":0.2443844,"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."}}