{"id":"W4406091215","doi":"10.58931/cpct.2024.2335","title":"The Family Physician’s Unique Role in Heart Failure Management","year":2024,"lang":"en","type":"article","venue":"Canadian Primary Care Today","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York Central Hospital","funders":"","keywords":"Heart failure; Medicine; Intensive care medicine; Medical emergency; Business; Cardiology","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":[0.003587448,0.0002866195,0.0005004813,0.0006833236,0.00348554,0.00269302,0.0006760187,0.002680985,0.006541],"category_scores_gemma":[0.01171489,0.0001520042,0.000327787,0.0008826118,0.001923737,0.00203738,0.001782263,0.002563398,0.0007022989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006599868,"about_ca_system_score_gemma":0.03115081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1385757,"about_ca_topic_score_gemma":0.2988579,"domain_scores_codex":[0.9961599,0.001746187,0.0001661214,0.0002246078,0.001115743,0.0005873524],"domain_scores_gemma":[0.9897993,0.003181873,0.0005575899,0.0001405859,0.003700834,0.002619781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009784,0.00009150634,0.007086603,0.004192892,0.0001231634,0.003418234,0.01290827,0.0002328039,0.0005927865,0.03189861,0.3781835,0.5611737],"study_design_scores_gemma":[0.00002901691,0.0000605517,0.005715263,0.005322762,0.00005866219,0.003330802,0.005072956,0.00005541998,0.00009176201,0.002797601,0.9774251,0.00004016481],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.00697487,0.532693,0.002078422,0.3655766,0.01186738,0.00006282626,0.0001241532,0.00006037692,0.08056249],"genre_scores_gemma":[0.1898615,0.6722099,0.006989742,0.1013208,0.01291235,0.00007406376,0.0001523194,0.0000427058,0.01643668],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1385757,"threshold_uncertainty_score":0.2755381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005223919738262252,"score_gpt":0.2172017367487145,"score_spread":0.2119778170104523,"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."}}