{"id":"W2108006024","doi":"10.1016/j.carpath.2005.08.002","title":"Toward a cardiovascular pathology training","year":2005,"lang":"en","type":"article","venue":"Cardiovascular Pathology","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Subspecialty; Medicine; Surgical pathology; Clinical pathology; Pathology; Anatomical pathology; Molecular pathology; Autopsy; Medical education","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001963034,0.0004500376,0.00236621,0.0003253016,0.0001587246,0.00002867434,0.0002776973,0.0003993959,0.0002255569],"category_scores_gemma":[0.0002144536,0.0004280542,0.003776774,0.0003322012,0.0002671859,0.0001207803,0.0002239317,0.0004707865,0.0006308762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001788738,"about_ca_system_score_gemma":0.0001294515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002370968,"about_ca_topic_score_gemma":0.000003593756,"domain_scores_codex":[0.9962429,0.0004365407,0.0005521866,0.001098299,0.0006840082,0.0009860301],"domain_scores_gemma":[0.9973918,0.0000461658,0.00007728266,0.001989414,0.0001789824,0.0003164001],"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":[0.00008671282,0.0007716792,0.0008959327,0.0004020911,0.019766,0.02631432,0.006912712,0.005390596,0.002209497,0.003920718,0.006273776,0.927056],"study_design_scores_gemma":[0.005266039,0.0005333411,0.04430988,0.00008839872,0.006688316,0.01449036,0.00116291,0.0001563038,0.001079435,0.0002485297,0.9251974,0.000779113],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8045096,0.1067025,0.03431909,0.003046,0.001661701,0.002199234,0.00002267739,0.0007672022,0.04677198],"genre_scores_gemma":[0.984833,0.003424987,0.006803126,0.002584565,0.001610135,0.000313071,0.00005808291,0.0001093513,0.0002637071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9262769,"threshold_uncertainty_score":0.9998171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0449989347753724,"score_gpt":0.2577117827492981,"score_spread":0.2127128479739257,"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."}}