{"id":"W3131224591","doi":"10.1002/ejhf.2129","title":"The path to universality","year":2021,"lang":"en","type":"letter","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heart failure; Medicine; Internal medicine; Cardiology; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03456545,0.0009366822,0.001533955,0.003199574,0.008026629,0.01014994,0.00252723,0.006160908,0.01103298],"category_scores_gemma":[0.03879704,0.0006399076,0.0009098432,0.001966189,0.09050953,0.02486933,0.01717958,0.02054441,0.002834443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007643801,"about_ca_system_score_gemma":0.007638164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005078673,"about_ca_topic_score_gemma":0.003798089,"domain_scores_codex":[0.9671505,0.01668894,0.001178973,0.007225266,0.005080607,0.002675648],"domain_scores_gemma":[0.9601853,0.02490685,0.001964147,0.006155138,0.003904988,0.002883524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001947171,0.00001533567,0.0004941512,0.0001374457,0.00001869427,0.00008243185,0.007232844,0.00006506645,0.00007067984,0.9500254,0.02568978,0.01614876],"study_design_scores_gemma":[0.00001444917,0.00003558262,0.0005700896,0.0004778444,0.000009615074,0.0002458239,0.002759652,0.0001256643,0.00009732688,0.5873704,0.4082606,0.00003306262],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01513686,0.09605934,0.03063521,0.6012097,0.02031524,0.00009720521,0.00042761,0.0003407605,0.2357781],"genre_scores_gemma":[0.6229563,0.04073143,0.02040195,0.2558248,0.02583421,0.000406416,0.0004596206,0.0009207288,0.03246449],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03456545,"threshold_uncertainty_score":0.1828017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01805430437276966,"score_gpt":0.244349607245177,"score_spread":0.2262953028724073,"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."}}