{"id":"W2776471728","doi":"10.14740/cr640w","title":"A Case of Multifaceted Assessment in an Elderly Patient With Acute Decompensated Heart Failure","year":2017,"lang":"en","type":"article","venue":"Cardiology Research","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Heart failure; Acute decompensated heart failure; Life expectancy; Internal medicine; Cardiology","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":[0.0008372243,0.0001444273,0.0006445901,0.0003047271,0.0002455153,0.0000334474,0.000139288,0.0001353069,0.00004555473],"category_scores_gemma":[0.00007681289,0.0001030336,0.00007175387,0.0001436019,0.0003877109,0.0001116646,0.000157735,0.0004920317,0.00002027089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127685,"about_ca_system_score_gemma":0.0002485718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005495441,"about_ca_topic_score_gemma":0.0007838653,"domain_scores_codex":[0.9981176,0.0004444873,0.0002349835,0.0004009733,0.0002992364,0.0005027748],"domain_scores_gemma":[0.9982088,0.00009676386,0.00005671567,0.001057429,0.0003803875,0.0001998842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001502374,0.000631769,0.8451449,0.0001216087,0.001312834,0.1084633,0.001026974,0.00005460943,0.02154417,0.0002691555,0.006385568,0.01354284],"study_design_scores_gemma":[0.02065896,0.02937729,0.8864244,0.0004020005,0.0005211447,0.02369284,0.007303287,0.001707486,0.006710003,0.00009581531,0.02249694,0.0006098704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935749,0.00002604221,0.00003855336,0.003870765,0.00003745978,0.001288338,0.000009427158,0.0000239388,0.001130603],"genre_scores_gemma":[0.9933841,0.00001123023,0.006168663,0.00003146982,0.00003592452,0.0001648002,0.00003902375,0.0000184609,0.0001463696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08477042,"threshold_uncertainty_score":0.4201587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08144962596814641,"score_gpt":0.4381719256864838,"score_spread":0.3567222997183374,"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."}}