{"id":"W4403807707","doi":"10.1503/cmaj.241426","title":"Time to step into better heart failure therapy","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta","funders":"","keywords":"Heart failure; Computer science; Medicine; Intensive care medicine; Data science; Cardiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002566126,0.0005436254,0.0007760301,0.0007396374,0.001055112,0.003410383,0.0009813098,0.004074592,0.1330225],"category_scores_gemma":[0.02107684,0.0002508206,0.002039558,0.0005342204,0.0004443537,0.002691727,0.001607239,0.006620578,0.03126111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002021504,"about_ca_system_score_gemma":0.006054726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006897832,"about_ca_topic_score_gemma":0.01534413,"domain_scores_codex":[0.9976973,0.0008718362,0.000167598,0.0001657981,0.0007200316,0.0003774855],"domain_scores_gemma":[0.992326,0.001904029,0.0007209296,0.0003119523,0.001534574,0.00320258],"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":[0.0003643207,0.0002944499,0.001395891,0.0002946566,0.00009526736,0.00014122,0.00005748072,0.0003435558,0.000180103,0.0049187,0.7699559,0.2219585],"study_design_scores_gemma":[0.00147337,0.0009182615,0.01223308,0.003276772,0.0002560829,0.00076479,0.0004234816,0.0009085792,0.000596292,0.02253521,0.9565162,0.00009777118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005484051,0.02311666,0.008344712,0.8200628,0.01754217,0.0004909331,0.004577885,0.001188465,0.1191924],"genre_scores_gemma":[0.1798448,0.03786835,0.05061029,0.6100888,0.03193808,0.0009838053,0.007353795,0.000825553,0.08048662],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1330225,"threshold_uncertainty_score":0.4450045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005911229498566799,"score_gpt":0.2464233452984176,"score_spread":0.2405121157998508,"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."}}