{"id":"W2038345013","doi":"10.1016/j.transci.2012.03.023","title":"Building better hospital transfusion committees for Ontario","year":2012,"lang":"en","type":"article","venue":"Transfusion and Apheresis Science","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; McMaster University; Ontario Stroke Network; Ottawa Hospital","funders":"","keywords":"Mandate; Attendance; Christian ministry; Medicine; Blood transfusion; Work (physics); Medical emergency; Nursing; Political science; Surgery; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01558757,0.0006290717,0.0004156889,0.002511821,0.01252003,0.005828676,0.002820793,0.003128267,0.0286091],"category_scores_gemma":[0.02593134,0.0009157495,0.001062312,0.00248416,0.002262805,0.003183962,0.004231178,0.003207425,0.002830207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1095148,"about_ca_system_score_gemma":0.4320113,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8934737,"about_ca_topic_score_gemma":0.9758402,"domain_scores_codex":[0.9875309,0.003442398,0.0007513232,0.000785151,0.003837749,0.003652507],"domain_scores_gemma":[0.8654471,0.007231229,0.009722987,0.003703245,0.0567167,0.05717878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003285838,0.0005530838,0.09373304,0.0007888392,0.0001431287,0.001249924,0.007483799,0.002746928,0.004290274,0.02350235,0.7059484,0.1592317],"study_design_scores_gemma":[0.0001399411,0.0001455138,0.1222959,0.0003924769,0.00005154566,0.0001745744,0.008044131,0.001343484,0.0007992431,0.002829935,0.8636608,0.0001225458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1556984,0.01057705,0.0244529,0.5783333,0.009907763,0.007458555,0.003706034,0.002086333,0.2077796],"genre_scores_gemma":[0.4726062,0.009529054,0.07618381,0.07870675,0.002588955,0.003664351,0.004122511,0.0009245689,0.3516738],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1095148,"threshold_uncertainty_score":0.794589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02259001452275714,"score_gpt":0.2901110498807778,"score_spread":0.2675210353580206,"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."}}