{"id":"W2102711607","doi":"10.14740/cr384w","title":"A Strategy to Reduce Heart Failure Readmissions and Inpatient Costs","year":2015,"lang":"en","type":"article","venue":"Cardiology Research","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Francisco; Gordon and Betty Moore Foundation","keywords":"Medicine; Intervention (counseling); Heart failure; Emergency medicine; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001107177,0.0001082977,0.0003739689,0.0002619021,0.0001063688,0.0000207915,0.0000651827,0.0001168635,0.00003376147],"category_scores_gemma":[0.0005524229,0.00008202738,0.00004449621,0.0003209078,0.0001510639,0.00003668187,0.0002033118,0.0003136051,0.0003351546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001920619,"about_ca_system_score_gemma":0.0003103638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008090236,"about_ca_topic_score_gemma":0.00001572403,"domain_scores_codex":[0.9983382,0.0003337305,0.000139929,0.0003556801,0.0003533906,0.0004790526],"domain_scores_gemma":[0.9982578,0.0001033773,0.000008644415,0.0003848389,0.0003387675,0.0009065747],"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":[0.0002966095,0.00006351006,0.02938241,0.00002316628,0.0001208321,0.0002712598,0.0003048791,0.000009030261,0.005199474,0.0005992098,0.9565917,0.007137973],"study_design_scores_gemma":[0.001723289,0.003966204,0.02793612,0.00007528812,0.00004590364,0.0002971502,0.002306269,0.00001546362,0.001014194,0.0001786347,0.9623113,0.0001302085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9278032,0.0004767634,0.00003819449,0.05117122,0.00009769084,0.001388403,0.000005718902,0.0000642699,0.01895455],"genre_scores_gemma":[0.9931052,0.00003050896,0.001524679,0.0003432983,0.0002151556,0.0001664146,0.00002515669,0.00001513239,0.004574436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06530203,"threshold_uncertainty_score":0.4307847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1650972988533222,"score_gpt":0.4393738151136227,"score_spread":0.2742765162603005,"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."}}