{"id":"W4387764944","doi":"10.1186/s12911-023-02329-7","title":"Resource use and cost associated with computerized decision support system and usual care in managing patients with atrial fibrillation: analysis of IMPACT-AF randomized trial data","year":2023,"lang":"en","type":"article","venue":"BMC Medical Informatics and Decision Making","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bayer (Canada); Nova Scotia Health Authority; McMaster University Medical Centre; St. Joseph’s Healthcare Hamilton; Heart and Stroke Foundation; Dalhousie University; Population Health Research Institute; McMaster University; Impact","funders":"Bayer Canada; Department of Health, Western Cape Government; Dalhousie University; Nova Scotia Department of Health and Wellness","keywords":"Medicine; Randomized controlled trial; Activity-based costing; Health informatics; Cluster randomised controlled trial; Resource use; Emergency medicine; Medical emergency; Public health; Nursing; Internal medicine; Business; Environmental resource management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02991709,0.00116373,0.004266579,0.00161641,0.0005537487,0.002084338,0.001778502,0.001432205,0.006642274],"category_scores_gemma":[0.05611363,0.0005166336,0.00820459,0.002714936,0.001457619,0.001719006,0.001432507,0.002616042,0.0002943531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003417061,"about_ca_system_score_gemma":0.004201627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004983705,"about_ca_topic_score_gemma":0.004541761,"domain_scores_codex":[0.9598072,0.0317813,0.003187833,0.001611707,0.002442236,0.001169815],"domain_scores_gemma":[0.9484521,0.03524357,0.009440527,0.002778613,0.002011468,0.002073801],"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":[0.9454631,0.002520171,0.0169431,0.002720614,0.01883464,0.0000532412,0.00006728907,0.00121691,0.0001131129,0.0004464496,0.001141603,0.01047983],"study_design_scores_gemma":[0.8016513,0.07420732,0.07125233,0.001355146,0.03618055,0.0001720786,0.0002754273,0.009553476,0.0005620188,0.001824555,0.002806988,0.0001588732],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500691,0.01201927,0.002185903,0.001163531,0.0005414269,0.02080067,0.009540872,0.0001049331,0.003574196],"genre_scores_gemma":[0.9697641,0.002178442,0.003675246,0.0004301917,0.0002565041,0.01664038,0.006271899,0.00002619795,0.0007569658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02991709,"threshold_uncertainty_score":0.1582186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06479603372582382,"score_gpt":0.3624585307344564,"score_spread":0.2976624970086326,"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."}}