{"id":"W4404024608","doi":"10.1161/circulationaha.124.070628","title":"Cardiovascular Care in Canada: Strengths, Challenges, and Opportunities For Improvement","year":2024,"lang":"en","type":"article","venue":"Circulation","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute; Simon Fraser University; University of Calgary","funders":"","keywords":"Medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.008336949,0.0005226473,0.0007378855,0.00197347,0.007555442,0.007514225,0.003281642,0.00216765,0.003975484],"category_scores_gemma":[0.02028319,0.0004439786,0.0007255019,0.005156371,0.003073211,0.002388788,0.003606119,0.003882368,0.000327235],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1123032,"about_ca_system_score_gemma":0.4688299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.990835,"about_ca_topic_score_gemma":0.996986,"domain_scores_codex":[0.9903265,0.001477638,0.0005667688,0.0005357195,0.00349129,0.003602157],"domain_scores_gemma":[0.9592503,0.00265258,0.002092582,0.0004734531,0.01839928,0.01713186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002903928,0.0005486353,0.5364162,0.002455123,0.0005035889,0.0004767697,0.006427123,0.001476414,0.0005649343,0.0128427,0.1199298,0.3180683],"study_design_scores_gemma":[0.000125677,0.0002702923,0.860215,0.004793468,0.0003537589,0.0003078096,0.0314133,0.003580151,0.0003130435,0.004953009,0.09348361,0.0001907502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2143696,0.04723235,0.001495469,0.7006496,0.001895294,0.0002254071,0.003854467,0.0001741061,0.03010376],"genre_scores_gemma":[0.9431162,0.02509445,0.005955529,0.02027091,0.0006118215,0.00009308811,0.00118769,0.00004712997,0.003623087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8876968,"threshold_uncertainty_score":0.8148204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5739433642207915,"score_gpt":0.469263299158528,"score_spread":0.1046800650622635,"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."}}