{"id":"W4245001167","doi":"10.5858/133.10.1568","title":"Protocol for the Examination of Specimens From Patients With Carcinoma of the Prostate Gland","year":2009,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"Credit Valley Hospital","funders":"","keywords":"Prostate gland; Prostate; Medicine; Prostate carcinoma; Carcinoma; Pathology; Protocol (science); General surgery; Oncology; Internal medicine; Cancer","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":[0.0001544294,0.0001291064,0.0003743131,0.00005743263,0.00004168466,7.629732e-7,0.0001105131,0.00003154437,0.000016036],"category_scores_gemma":[0.0001125266,0.000055533,0.00004425452,0.0001483027,0.0006608036,0.00002524431,0.00001994323,0.00008107215,1.324054e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001670472,"about_ca_system_score_gemma":0.0001283484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001778604,"about_ca_topic_score_gemma":0.00001341094,"domain_scores_codex":[0.9990327,0.0001000853,0.0003502285,0.0001818622,0.0002059228,0.0001292071],"domain_scores_gemma":[0.9985442,0.0003985563,0.00039977,0.0003921319,0.0002247829,0.00004057756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002555348,0.001012036,0.9351904,0.0002530881,0.0001588326,0.00001811564,0.006973295,0.000005639235,0.03139026,0.0004299989,0.0003042094,0.02170878],"study_design_scores_gemma":[0.009688179,0.005321466,0.9366499,0.0004537452,0.0002117351,0.000001425402,0.0002047084,0.00001236348,0.0464936,0.0002695418,0.0006498347,0.00004353203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550141,0.0001595682,0.00005322215,0.001376879,0.00004527914,0.04274597,0.0002910464,0.000005272686,0.0003087292],"genre_scores_gemma":[0.9891353,0.00001520127,0.0004791757,0.0002318068,0.00005818433,0.01000368,0.00004588634,0.00001015525,0.00002061692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03412126,"threshold_uncertainty_score":0.2434758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01404041077370854,"score_gpt":0.2751898458522239,"score_spread":0.2611494350785154,"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."}}