{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003508924,0.00009097927,0.0003174779,0.0001387445,0.00002662608,0.000008153858,0.0000561051,0.00007093547,0.0003645552],"category_scores_gemma":[0.0003131995,0.00005957859,0.00004725526,0.0001451315,0.00001772296,0.0005321868,0.0000247823,0.0003482785,0.00004682318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003550194,"about_ca_system_score_gemma":0.0005781285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003078968,"about_ca_topic_score_gemma":0.00001972661,"domain_scores_codex":[0.9990473,0.00008735949,0.0002958204,0.0001110024,0.0002815654,0.0001769347],"domain_scores_gemma":[0.9987714,0.0001706282,0.0004325969,0.0001230832,0.0003691067,0.0001331953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01204036,0.008297944,0.8686926,0.00006052876,0.0008348841,0.001413862,0.000754114,0.0002808809,0.0003769874,0.0001149499,0.02028642,0.08684643],"study_design_scores_gemma":[0.01222007,0.01211005,0.2790995,0.0001576363,0.0003756842,0.0000590857,0.0005264271,0.000005034003,0.00003459237,0.000006779152,0.6953275,0.0000776719],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.944038,0.0001353633,0.0000390403,0.04327916,0.00051018,0.0005889178,8.659231e-7,0.000006954277,0.01140151],"genre_scores_gemma":[0.9683008,0.0002628043,0.02675478,0.001502799,0.00009167766,0.000009826023,0.000002952372,0.00001590997,0.003058481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.675041,"threshold_uncertainty_score":0.3991624,"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."}}