{"id":"W2933594402","doi":"10.1200/jop.18.00595","title":"Potentially Avoidable Hospital Readmissions in Patients With Advanced Cancer","year":2019,"lang":"en","type":"article","venue":"Journal of Oncology Practice","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Medicine; Odds ratio; Odds; Emergency medicine; Cancer; Medical record; Logistic regression; Pediatrics; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007788545,0.0002358269,0.0003676721,0.0006473183,0.0003860871,0.0005231528,0.0003401721,0.0003145777,0.00111937],"category_scores_gemma":[0.006593344,0.0001762245,0.0005048265,0.0006957054,0.0002170497,0.0004444147,0.0006833112,0.0006403359,0.0001010566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003750426,"about_ca_system_score_gemma":0.0005148601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003984262,"about_ca_topic_score_gemma":0.01020991,"domain_scores_codex":[0.998983,0.0004075634,0.0001505728,0.0001158122,0.0002014674,0.0001415853],"domain_scores_gemma":[0.9954857,0.0008848186,0.002890741,0.0001013777,0.0002235525,0.0004137304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000455271,0.00002946119,0.9977958,0.00002758905,0.00003654569,0.00008417087,0.00007955606,0.0000565367,0.0000388772,0.00001734283,0.0001355026,0.001653101],"study_design_scores_gemma":[0.000006398536,0.0001048812,0.9984571,0.00003207853,0.00002076323,0.00046002,0.0002827099,0.000395417,0.00003185167,0.00005401064,0.0001501782,0.000004552246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985008,0.0006428871,0.00009658373,0.0001677425,0.00001006821,0.00001334778,0.0002124144,0.000005301568,0.0003507503],"genre_scores_gemma":[0.9994268,0.0001917685,0.00007822872,0.00004529172,0.00001670678,0.000006748513,0.0001840046,8.870377e-7,0.00004954783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003984262,"threshold_uncertainty_score":0.007922173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007685724621392669,"score_gpt":0.31424037488066,"score_spread":0.3065546502592673,"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."}}