{"id":"W1986544551","doi":"10.5430/jha.v3n1p1","title":"Preventable readmissions and physician notification","year":2013,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical emergency; Health care","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":[0.0001036544,0.00009462873,0.0002022004,0.00006915814,0.00006829805,0.00005365052,0.00004643115,0.00005454235,0.0001465313],"category_scores_gemma":[0.000147431,0.00006654239,0.00008420979,0.00009747849,0.0000335754,0.0004396355,0.00001272442,0.0001447015,0.00002933986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003155392,"about_ca_system_score_gemma":0.00017724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004608844,"about_ca_topic_score_gemma":5.175573e-7,"domain_scores_codex":[0.999182,0.00001578995,0.0003800158,0.00009758976,0.0002126512,0.0001119034],"domain_scores_gemma":[0.9990578,0.00002917113,0.0002682795,0.000114427,0.0002488655,0.0002814235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005789142,0.01149339,0.5526794,0.0005667202,0.0005966438,0.0003240058,0.002972897,0.000007611352,0.1355333,0.008458531,0.07789415,0.2088944],"study_design_scores_gemma":[0.001325952,0.01706539,0.94537,0.0003294278,0.0001848709,0.0002911892,0.001400213,0.000174545,0.02561858,0.003027607,0.004969435,0.0002428481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880912,0.0001541938,0.000161668,0.008877973,0.0001996221,0.0002513348,0.000001461261,0.00001122984,0.002251366],"genre_scores_gemma":[0.9949422,0.00005925779,0.002849501,0.0002124341,0.0002087183,0.000005092703,0.000007409979,0.000009929591,0.001705467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3926905,"threshold_uncertainty_score":0.271352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01063083160839357,"score_gpt":0.2756214799331406,"score_spread":0.2649906483247471,"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."}}