{"id":"W4316019909","doi":"10.1213/ane.0000000000006273","title":"Improving Patient Blood Management Programs: An Implementation Science Approach","year":2022,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Blood transfusion and management","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services","funders":"","keywords":"Medicine; Operationalization; Blood management; Health care; Process management; Nursing; Patient care; Medical education; Blood loss; Surgery; Business","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":[0.1461221,0.002020691,0.001413371,0.006132114,0.005736931,0.01561228,0.004967663,0.006217417,0.007407451],"category_scores_gemma":[0.1298905,0.001216749,0.001477916,0.004366033,0.006966939,0.009422629,0.008373272,0.008856744,0.000751475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02097758,"about_ca_system_score_gemma":0.1265833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008317926,"about_ca_topic_score_gemma":0.01133349,"domain_scores_codex":[0.8649744,0.1114465,0.003958593,0.002693254,0.01237392,0.004553398],"domain_scores_gemma":[0.8717034,0.09665439,0.006319486,0.003742749,0.0144023,0.007177701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001720219,0.008259514,0.0179212,0.01084311,0.0006045839,0.0003214432,0.009969046,0.01749374,0.00136075,0.4359821,0.02161054,0.4754619],"study_design_scores_gemma":[0.002337443,0.01261899,0.03743449,0.03689818,0.00146158,0.0004777684,0.06408935,0.0723083,0.007386168,0.5670614,0.1974314,0.0004949316],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04623374,0.01124138,0.4405256,0.3635313,0.001568497,0.02621304,0.0004858346,0.0008884041,0.1093123],"genre_scores_gemma":[0.320689,0.009922515,0.6228628,0.02580236,0.0005073464,0.01621016,0.0002482641,0.0001086747,0.003648866],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1461221,"threshold_uncertainty_score":0.7727768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01521544265842262,"score_gpt":0.2715894961057584,"score_spread":0.2563740534473358,"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."}}