{"id":"W4360600206","doi":"10.1097/nna.0000000000001275","title":"All-Cause 30-Day Readmission and Mortality","year":2023,"lang":"en","type":"article","venue":"JONA The Journal of Nursing Administration","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Intensive care medicine; Emergency medicine; Internal medicine","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":[0.001365747,0.0002313006,0.0004233459,0.0006526582,0.0002872999,0.0005015117,0.0003378637,0.0003312306,0.003187614],"category_scores_gemma":[0.006237548,0.0001056631,0.0007011065,0.0004517346,0.0001486453,0.0003115114,0.0006161524,0.0004986768,0.0002984631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003417408,"about_ca_system_score_gemma":0.000666432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001955793,"about_ca_topic_score_gemma":0.003068,"domain_scores_codex":[0.9988331,0.0004647524,0.0001473617,0.0001304305,0.0002529204,0.0001714076],"domain_scores_gemma":[0.9953245,0.0007015591,0.002605817,0.0001926616,0.0003996056,0.0007757528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008020154,0.00006147184,0.9981132,0.0000185549,0.00007174152,0.00002004607,0.00001404285,0.00005601774,0.00003907354,0.00002108511,0.0001171949,0.001387421],"study_design_scores_gemma":[0.000005522059,0.00009433635,0.9994302,0.000007359274,0.00002119086,0.00007714075,0.0000487801,0.000189802,0.00003130749,0.00002841116,0.00006395186,0.000001912317],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983001,0.0003296283,0.0001393892,0.0001642896,0.00001364121,0.0000133705,0.0003648117,0.000007033902,0.000667575],"genre_scores_gemma":[0.9993482,0.00005909658,0.00007974909,0.00003652276,0.00001486497,0.000007704513,0.0002963264,0.000001016142,0.0001563621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003187614,"threshold_uncertainty_score":0.01066369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1147133271979464,"score_gpt":0.4078387681393833,"score_spread":0.2931254409414369,"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."}}