{"id":"W4311769908","doi":"10.1016/j.transci.2022.103631","title":"Modernizing transfusion medicine education","year":2022,"lang":"en","type":"article","venue":"Transfusion and Apheresis Science","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Transfusion medicine; Medicine; Intensive care medicine; Blood transfusion; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005137724,0.0003481944,0.0001874516,0.001511299,0.001575286,0.00392986,0.000679451,0.002606943,0.01599917],"category_scores_gemma":[0.009322102,0.0002027098,0.0003094642,0.0005808516,0.002799923,0.003964919,0.004242749,0.005820672,0.001858876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003464516,"about_ca_system_score_gemma":0.01329618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001680563,"about_ca_topic_score_gemma":0.004513003,"domain_scores_codex":[0.9980275,0.0009465344,0.00008754167,0.0001604906,0.00051088,0.0002669846],"domain_scores_gemma":[0.9923349,0.002877165,0.0006823922,0.0004778398,0.001503181,0.002124487],"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":[0.00003854053,0.0006910168,0.005218788,0.0006132608,0.0000246346,0.0001621698,0.0038248,0.0006673158,0.001608908,0.2566927,0.13215,0.598308],"study_design_scores_gemma":[0.00001886663,0.0001093101,0.007474158,0.001979336,0.00002085708,0.0002679286,0.002721244,0.0005885654,0.0009950581,0.1414733,0.8443335,0.00001781666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01991073,0.05008256,0.01501882,0.7171848,0.01431184,0.00008841349,0.00004784159,0.0002119449,0.183143],"genre_scores_gemma":[0.5128194,0.103376,0.0400495,0.2065115,0.02682409,0.000195566,0.0001940184,0.00009815815,0.1099318],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01599917,"threshold_uncertainty_score":0.05352253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02048748427745194,"score_gpt":0.2852923681518542,"score_spread":0.2648048838744023,"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."}}