{"id":"W4406731031","doi":"10.1007/s11606-024-09340-2","title":"Associations Between Early Physician Follow-up and Post-discharge Outcomes: A Systematic Review and Meta-analysis","year":2025,"lang":"en","type":"review","venue":"Journal of General Internal Medicine","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; McMaster University; University of Ottawa","funders":"","keywords":"Medicine; Meta-analysis; MEDLINE; Family medicine; Systematic review; Internal medicine","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":[0.00680963,0.002125348,0.01285633,0.002623945,0.0005491865,0.002773589,0.001844927,0.002458032,0.004009071],"category_scores_gemma":[0.01894388,0.001455709,0.02708884,0.004218045,0.0006750733,0.001741243,0.001601525,0.002589033,0.0003746115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001595492,"about_ca_system_score_gemma":0.002812688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008581979,"about_ca_topic_score_gemma":0.02794454,"domain_scores_codex":[0.9958428,0.001469472,0.001393999,0.0006164142,0.0004453701,0.0002318282],"domain_scores_gemma":[0.9879424,0.008515466,0.002234318,0.0004519201,0.0006631253,0.0001926449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00328336,0.00008944167,0.01130858,0.315472,0.6538903,0.0001436075,0.0001264265,0.0003274529,0.0002317811,0.00008812481,0.0006611549,0.01437771],"study_design_scores_gemma":[0.0008064997,0.0002225159,0.009444056,0.01627708,0.9718184,0.00008206655,0.00006492049,0.0001149874,0.00006799003,0.0001043309,0.0009679293,0.00002934056],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008882791,0.9899019,0.0003241902,0.0001053562,0.0001380631,0.0001226462,0.0003755341,0.00001439442,0.0001351231],"genre_scores_gemma":[0.2365809,0.7577481,0.002463836,0.001142133,0.0002694681,0.0004964045,0.0007980948,0.00002747765,0.0004736192],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01285633,"threshold_uncertainty_score":0.03601325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08559634178369863,"score_gpt":0.3959102781592381,"score_spread":0.3103139363755394,"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."}}