{"id":"W2124554772","doi":"10.5770/cgj.16.70","title":"The Value of Admission Clinical Data for Diagnosing Heart Failure in Long-term Care","year":2013,"lang":"en","type":"article","venue":"Canadian Geriatrics Journal","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute for Aging; McMaster University; University of Waterloo","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Heart failure; Intensive care medicine; Term (time); Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.01456864,0.0007795997,0.0006944097,0.002543626,0.00080945,0.002739107,0.001454134,0.001080302,0.0009440023],"category_scores_gemma":[0.08818748,0.0003947064,0.001092171,0.002845579,0.0007640845,0.001373036,0.001418863,0.00180584,0.000213933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001536301,"about_ca_system_score_gemma":0.002586654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03737171,"about_ca_topic_score_gemma":0.03887933,"domain_scores_codex":[0.9884526,0.007727184,0.0009053706,0.0006403376,0.00177045,0.000503943],"domain_scores_gemma":[0.9059176,0.06567308,0.01545241,0.003167922,0.006172238,0.003616641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001438605,0.00003742658,0.9965035,0.00002090231,0.00007209052,0.00002610958,0.0000673683,0.0002432097,0.0000143296,0.00001516584,0.000138419,0.002717601],"study_design_scores_gemma":[0.00002749747,0.0003819671,0.9842306,0.0001806626,0.0002720918,0.0002067997,0.000479023,0.01354785,0.0001274706,0.000226499,0.0002896684,0.00002986422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950922,0.001282879,0.0009949235,0.0008104793,0.00004722903,0.00004691569,0.0008250538,0.00002626036,0.0008741449],"genre_scores_gemma":[0.9984641,0.0001865586,0.0007994231,0.00005232892,0.00002538931,0.00001263161,0.0003966621,0.000002745198,0.00006027974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03737171,"threshold_uncertainty_score":0.07704729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03985739119003232,"score_gpt":0.3412828389603242,"score_spread":0.3014254477702919,"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."}}