{"id":"W3009508937","doi":"10.1002/ejhf.1768","title":"The Heart Failure Association Atlas: Rationale, Objectives, and Methods","year":2020,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Medicine; Reimbursement; Epidemiology; Heart failure; Health care; Medical emergency; Intensive care medicine; Cardiology; Political science; 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":[0.06795381,0.001651347,0.001579169,0.01491485,0.003083301,0.007218513,0.005158904,0.003223096,0.02920225],"category_scores_gemma":[0.09854682,0.001172543,0.002243878,0.01905601,0.00246745,0.005142133,0.007351082,0.005903125,0.02039779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004504707,"about_ca_system_score_gemma":0.02205659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01229676,"about_ca_topic_score_gemma":0.01214354,"domain_scores_codex":[0.9686286,0.01376492,0.006996074,0.002692746,0.006266533,0.001651095],"domain_scores_gemma":[0.9222893,0.02118816,0.009039827,0.00922418,0.03217,0.006088545],"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":[0.0009127651,0.0003315822,0.02729352,0.005167139,0.0002199485,0.0001976513,0.001496934,0.0006382491,0.0002761117,0.05682106,0.7845454,0.1220996],"study_design_scores_gemma":[0.0002571186,0.0001564309,0.02837683,0.005658973,0.0001576104,0.0002957208,0.001128174,0.0003906106,0.0003039341,0.01003069,0.9531299,0.0001140131],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.01198556,0.02288832,0.07875685,0.06347926,0.01680533,0.0861962,0.6093569,0.00210207,0.1084295],"genre_scores_gemma":[0.03772277,0.01788044,0.1844135,0.03278795,0.01033208,0.2901084,0.3976334,0.001835859,0.02728557],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06795381,"threshold_uncertainty_score":0.3593784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01684041521048981,"score_gpt":0.2853052963830788,"score_spread":0.268464881172589,"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."}}