{"id":"W2180793243","doi":"10.1161/circoutcomes.115.002126","title":"How to Do More With Less","year":2015,"lang":"en","type":"letter","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian VIGOUR Centre","funders":"","keywords":"Psychology","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":[0.0008371412,0.0004111893,0.001360734,0.0002212184,0.00009140822,0.0001740168,0.00007734334,0.0004161837,0.00001002537],"category_scores_gemma":[0.0001135108,0.0002940296,0.0007329068,0.0001983635,0.00007317807,0.0001172957,0.0000618984,0.0004500448,0.00002465952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001763329,"about_ca_system_score_gemma":0.00009747535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001177021,"about_ca_topic_score_gemma":0.000007387655,"domain_scores_codex":[0.9971884,0.0002213695,0.0002870169,0.000661,0.001310018,0.000332231],"domain_scores_gemma":[0.9982793,0.00006468934,0.00008424948,0.001089956,0.0002677946,0.0002140364],"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":[0.0000817361,0.00007144288,0.1629704,0.002121769,0.01638417,0.001533532,0.0011717,0.0001704149,0.00000247219,0.0002981894,0.7796268,0.03556734],"study_design_scores_gemma":[0.001604438,0.00004742945,0.1592601,0.0001013328,0.001758765,0.0000535256,0.0002991407,0.000003300874,0.000002295732,0.00004059725,0.8364867,0.0003423775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01280863,0.002018647,0.005696887,0.9766412,0.0002113355,0.001740179,0.00002815389,0.0001453048,0.0007096045],"genre_scores_gemma":[0.1465603,0.0001164971,0.004205985,0.8307847,0.003501384,0.0003510972,0.001738328,0.0002050944,0.01253666],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1458566,"threshold_uncertainty_score":0.9999512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0825497700183974,"score_gpt":0.3168152278140921,"score_spread":0.2342654577956947,"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."}}