{"id":"W2067099490","doi":"10.1046/j.1365-3148.2002.00363.x","title":"A pilot study to assess physician knowledge in transfusion medicine","year":2002,"lang":"en","type":"article","venue":"Transfusion Medicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Mount Sinai Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Transfusion medicine; Apheresis; Medicine; Family medicine; Unit (ring theory); Blood transfusion; Pediatrics; Psychology; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00145396,0.0006574176,0.001526549,0.001336988,0.0002081882,0.00001142743,0.0003727218,0.00007997786,0.006104383],"category_scores_gemma":[0.0001083036,0.0004818081,0.0001222923,0.002553708,0.0002326511,0.0001697469,0.00004990579,0.0007769807,0.0003536544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001523769,"about_ca_system_score_gemma":0.00003787436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003219183,"about_ca_topic_score_gemma":0.009027898,"domain_scores_codex":[0.9950994,0.0003373573,0.001327393,0.001125385,0.001326625,0.0007838505],"domain_scores_gemma":[0.9977531,0.0002425416,0.000082145,0.0009235307,0.000204824,0.000793804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.006883443,0.07022706,0.0355939,0.001952122,0.0006387756,0.002375977,0.122586,0.00005291839,0.401902,0.002271003,0.08802371,0.267493],"study_design_scores_gemma":[0.1632306,0.1684439,0.4782231,0.01250317,0.003791047,0.0002441799,0.05773235,0.002311161,0.003414848,0.0003501551,0.1069304,0.002825085],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8609339,0.001251594,0.003276701,0.04103807,0.001239185,0.006034957,0.000004272148,0.0003910458,0.08583026],"genre_scores_gemma":[0.9816393,0.004347563,0.0001852642,0.008347444,0.0008289776,0.0002312952,0.00002091956,0.000104039,0.004295149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4426292,"threshold_uncertainty_score":0.9997634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009631508602791,"score_gpt":0.3394690537113572,"score_spread":0.2385059028510781,"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."}}