{"id":"W4220978280","doi":"10.3310/rehp1241","title":"Enhanced feedback interventions to promote evidence-based blood transfusion guidance and reduce unnecessary use of blood components: the AFFINITIE research programme including two cluster factorial RCTs","year":2022,"lang":"en","type":"article","venue":"Programme Grants for Applied Research","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"Health and Social Care Delivery Research; Programme Grants for Applied Research; University of Leeds; National Institute for Health and Care Research; NHS Blood and Transplant","keywords":"Psychological intervention; Audit; Medicine; CLARITY; Fidelity; Cluster randomised controlled trial; Nursing; Accounting; Business; Computer science","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":[0.04546109,0.003796168,0.006388514,0.002730699,0.001749356,0.002580709,0.003039916,0.004972604,0.009962223],"category_scores_gemma":[0.05375144,0.001880324,0.0070171,0.002794171,0.002346973,0.003047979,0.004054494,0.002269713,0.001067139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004871003,"about_ca_system_score_gemma":0.01050073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004523963,"about_ca_topic_score_gemma":0.005788682,"domain_scores_codex":[0.9564021,0.02929411,0.005397027,0.003075905,0.003089287,0.002741638],"domain_scores_gemma":[0.9693965,0.01728057,0.004168932,0.004455623,0.003318869,0.001379366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.4689275,0.08726782,0.003363373,0.07317424,0.01005368,0.0002863495,0.005582159,0.009942927,0.008239781,0.004536014,0.004495388,0.3241307],"study_design_scores_gemma":[0.7260005,0.2231288,0.01079029,0.004749397,0.00936484,0.0001102959,0.0009376216,0.003661182,0.004156013,0.003432518,0.0133843,0.0002841555],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.2362451,0.004328401,0.01824643,0.001071821,0.0007667645,0.7332511,0.002121214,0.0007243783,0.003244852],"genre_scores_gemma":[0.1785302,0.001684567,0.1218176,0.0008793105,0.0002077132,0.6938703,0.0005457124,0.00005244105,0.002412126],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04546109,"threshold_uncertainty_score":0.2404241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8649617124665373,"score_gpt":0.6596265185448935,"score_spread":0.2053351939216438,"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."}}