{"id":"W2284578914","doi":"10.1007/978-1-4615-0455-9_40","title":"Prevention of Heart Failure—A Clinical Reality?","year":2003,"lang":"en","type":"book-chapter","venue":"Progress in experimental cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Lawson Health Research Institute; Western University","funders":"","keywords":"Heart failure; Medicine; Intensive care medicine; Incidence (geometry); Cardiology; Coronary heart disease; Intervention (counseling); Internal medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005548822,0.0003526481,0.001525674,0.0002106137,0.0000233548,0.000005171419,0.00008747953,0.0006042707,0.0002867219],"category_scores_gemma":[0.00001570926,0.0003202303,0.0006300187,0.00003568464,0.000470396,0.00003754265,0.0001169529,0.000388376,0.00005993508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001773634,"about_ca_system_score_gemma":0.00007762542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004813984,"about_ca_topic_score_gemma":0.000005295973,"domain_scores_codex":[0.9977494,0.0001748743,0.0009122513,0.000586574,0.0002720023,0.0003049117],"domain_scores_gemma":[0.999014,0.00004809734,0.0002207834,0.0005378607,0.00005697065,0.0001223344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003492705,0.003509054,0.3622651,0.001338871,0.006661485,0.002338564,0.0004488366,0.000004491922,0.0004446544,0.177622,0.3918561,0.05001812],"study_design_scores_gemma":[0.003173925,0.002744272,0.002360696,0.000379676,0.0003273901,0.0001779297,0.00008130081,0.000001719896,0.00120222,0.001087487,0.9881386,0.0003247649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0190336,0.06768626,0.00008986361,0.0114926,0.002849159,0.00956244,0.00005043283,0.0002972567,0.8889384],"genre_scores_gemma":[0.8387275,0.001053646,0.01763347,0.00081725,0.001123869,0.0007022009,0.0007491372,0.0002320143,0.1389609],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8196939,"threshold_uncertainty_score":0.999925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06528156603272003,"score_gpt":0.3960029923406475,"score_spread":0.3307214263079274,"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."}}