{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005943714,0.0007831044,0.001429601,0.001072512,0.006666566,0.006319965,0.0015535,0.06883113,0.01494797],"category_scores_gemma":[0.04950569,0.0007885537,0.001605265,0.0006715882,0.00577608,0.007962808,0.003961545,0.06334773,0.008683588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004846097,"about_ca_system_score_gemma":0.008226237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006452317,"about_ca_topic_score_gemma":0.01395351,"domain_scores_codex":[0.994643,0.001815615,0.0006973153,0.0005515403,0.00146943,0.0008231653],"domain_scores_gemma":[0.9773166,0.01049874,0.001551003,0.0006892821,0.002837315,0.007107084],"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":[0.00003529384,0.0001184912,0.001513792,0.00007115029,0.00003985468,0.001079978,0.0002126687,0.00006182216,0.00009488266,0.0040337,0.9766351,0.01610337],"study_design_scores_gemma":[0.0004228643,0.0001569689,0.003647803,0.001186219,0.0001046687,0.003504911,0.001573072,0.0005634272,0.0001864046,0.04312842,0.9453398,0.0001855233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0001283298,0.0005398005,0.00004564135,0.9917338,0.006367429,0.000003850036,0.00001112421,0.000007346188,0.001162755],"genre_scores_gemma":[0.001039219,0.0003553671,0.00008770129,0.9812008,0.01563003,0.00001097438,0.000008553691,0.000005865677,0.001661501],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.06883113,"threshold_uncertainty_score":0.05000597,"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."}}