{"id":"W2175757999","doi":"10.1093/eurheartj/ehv565","title":"Improving outcomes in heart failure: a personal perspective","year":2015,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Medicine; Heart failure; Digoxin; Peripheral edema; Disease; Intensive care medicine; Internal medicine; Adverse effect","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001183773,0.0001986896,0.000363343,0.0002830254,0.0001037325,0.00009543583,0.00007137009,0.00003073474,0.0001903218],"category_scores_gemma":[0.0002776214,0.0001516467,0.0001929304,0.0001835116,0.00004732992,0.0002036345,0.00007504879,0.000532361,0.0006885579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004241855,"about_ca_system_score_gemma":0.0001995455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007586429,"about_ca_topic_score_gemma":0.00003424183,"domain_scores_codex":[0.9983037,0.000278981,0.0002863915,0.00025425,0.0004558355,0.0004208981],"domain_scores_gemma":[0.9990725,0.00003571206,0.00005964392,0.0001710594,0.0001532593,0.0005078131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002293164,0.0005957892,0.7058208,0.00002131843,0.0001694535,0.002206908,0.005371593,0.000006718554,0.001128176,0.000257726,0.2828637,0.00132847],"study_design_scores_gemma":[0.008023614,0.001423226,0.4699961,0.0001611114,0.0001130461,0.00359126,0.01035136,0.0001862716,0.0001019149,0.00008191925,0.5056195,0.0003507218],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8188857,0.000656193,0.0002565382,0.1580079,0.0006287837,0.0006964698,0.000003168038,0.000157994,0.02070722],"genre_scores_gemma":[0.979324,0.000006639335,0.01353521,0.002257692,0.0006391055,0.000003769841,0.000002391198,0.0000501139,0.004181111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2358248,"threshold_uncertainty_score":0.8850249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0490466481647908,"score_gpt":0.3141272988592493,"score_spread":0.2650806506944585,"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."}}