{"id":"W4387338327","doi":"10.1016/j.cjca.2023.06.128","title":"INTEGRATED HEART FAILURE CARE ACROSS COMPLEX HEALTH SYSTEMS: EARLY LESSONS FROM THE YEAR 1 IMPLEMENTATION OF THE MID-WEST TORONTO ONTARIO HEALTH TEAM'S DEMONSTRATION PROJECT","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Subspecialty; Multidisciplinary approach; Heart failure; Medical emergency; Emergency department; Health care; Family medicine; Nursing; Cardiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.01996786,0.0009184172,0.0006700525,0.0006142658,0.01333618,0.006915762,0.004231296,0.00423673,0.003149486],"category_scores_gemma":[0.02588294,0.0009471659,0.0008681092,0.001233734,0.006720669,0.002542421,0.01020383,0.007593825,0.0004555949],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0982953,"about_ca_system_score_gemma":0.3150885,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.913489,"about_ca_topic_score_gemma":0.9782522,"domain_scores_codex":[0.9779232,0.0077564,0.0006956095,0.0007523434,0.004291814,0.008580662],"domain_scores_gemma":[0.9385741,0.007924772,0.002207206,0.002169843,0.01225123,0.03687283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00224489,0.01503615,0.1269745,0.00238065,0.0004392036,0.006036735,0.2043155,0.004649046,0.003596669,0.02292679,0.2547388,0.3566612],"study_design_scores_gemma":[0.002717614,0.007511248,0.6300465,0.002545892,0.0003013021,0.0005758508,0.1575702,0.002749903,0.00153347,0.003679079,0.1903129,0.0004559208],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.690514,0.003137436,0.003081641,0.2604686,0.001436579,0.004042566,0.001221556,0.0003463427,0.03575124],"genre_scores_gemma":[0.9569662,0.002486181,0.01010004,0.0159763,0.0002757115,0.001655644,0.0008746865,0.00008285231,0.01158233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9017047,"threshold_uncertainty_score":0.7131857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1902530539396233,"score_gpt":0.4732981638273536,"score_spread":0.2830451098877302,"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."}}