{"id":"W2466778651","doi":"10.1080/21681805.2016.1201858","title":"From Gleason to International Society of Urological Pathology (ISUP) grading of prostate cancer","year":2016,"lang":"en","type":"review","venue":"Scandinavian Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Grading (engineering); Prostate cancer; Medicine; Prostate; Prostatectomy; Consensus conference; Cancer; Gynecology; Oncology; Pathology; Internal medicine; Biology","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":[0.0003438274,0.0003355608,0.002548861,0.0002627127,0.00002396178,0.000005777648,0.000322179,0.0003593423,0.0004079228],"category_scores_gemma":[0.00008839978,0.0002017373,0.001009185,0.0001515208,0.0002379044,0.0000519188,0.0001078834,0.0004510992,0.000008451068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003519613,"about_ca_system_score_gemma":0.0004928547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003117104,"about_ca_topic_score_gemma":0.000001964041,"domain_scores_codex":[0.9975617,0.0001676973,0.001296077,0.0003446956,0.0003040169,0.0003257915],"domain_scores_gemma":[0.9971249,0.0002953599,0.001765589,0.0002438056,0.0003233608,0.0002470106],"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":[0.0007209184,0.0003267411,0.01450553,0.001296753,0.002171701,0.0004447761,0.0004054832,0.000002022421,0.00007292837,0.00005177634,0.006376042,0.9736253],"study_design_scores_gemma":[0.002741618,0.005282913,0.002990478,0.01251908,0.002568226,0.001128257,0.00003589716,0.000001382357,0.0001331052,0.0005271917,0.971848,0.0002238597],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01065107,0.9833488,0.00006767833,0.003284798,0.001279382,0.0005398399,0.0007312518,0.000005790321,0.000091386],"genre_scores_gemma":[0.01211755,0.9860316,0.00062252,0.000293657,0.0007135976,0.00005931967,0.00004688655,0.0000350008,0.00007986368],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9734015,"threshold_uncertainty_score":0.822661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04138005488078427,"score_gpt":0.3624424301137842,"score_spread":0.321062375233,"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."}}