{"id":"W202302510","doi":"","title":"Saving lives and conserving blood: changing blood transfusion practices at St. John's Hospital, Springfield, Missouri.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blood transfusion; Medicine; Hemoglobin; Emergency medicine; Intensive care medicine; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003867291,0.0001284683,0.00007301466,0.0004439288,0.001184105,0.0004686259,0.0004228062,0.0004898434,0.005961936],"category_scores_gemma":[0.001960899,0.0001952319,0.0000852354,0.0007199672,0.0003813117,0.0003043903,0.0004957429,0.0005188858,0.0006000764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003597665,"about_ca_system_score_gemma":0.007121473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2469037,"about_ca_topic_score_gemma":0.6013831,"domain_scores_codex":[0.9996853,0.00007046305,0.00002163307,0.00005575537,0.00008966051,0.0000771664],"domain_scores_gemma":[0.9984951,0.0002286092,0.0003458107,0.00003593817,0.0002652728,0.0006292269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003273221,0.0004817959,0.7535996,0.0004866307,0.00007451003,0.002073848,0.002797705,0.0002917812,0.002942868,0.0002284669,0.0744475,0.162248],"study_design_scores_gemma":[0.00002621318,0.0001056514,0.9887009,0.0001048182,0.00001842016,0.000226326,0.001179746,0.00009771614,0.0003650486,0.00004341308,0.009121672,0.000009972855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711406,0.002812038,0.0003919523,0.01633402,0.0001483153,0.0001045285,0.001972853,0.00009090417,0.007004742],"genre_scores_gemma":[0.9708924,0.0036127,0.001765545,0.002546816,0.0001576201,0.0001107069,0.001132245,0.000015349,0.01976667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2469037,"threshold_uncertainty_score":0.4909332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04123624325983478,"score_gpt":0.331693657984042,"score_spread":0.2904574147242073,"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."}}