{"id":"W2896782163","doi":"10.5430/jha.v7n6p16","title":"Successful hospital readmission reduction initiatives: Top five strategies to consider implementing today","year":2018,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Medicine; Health care; Intervention (counseling); MEDLINE; Quality management; Family medicine; Medical emergency; Emergency medicine; Nursing; Operations management","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":[0.0007679253,0.0001981965,0.0003312628,0.000220734,0.0006809256,0.00009730917,0.0001619257,0.000167539,0.0005347342],"category_scores_gemma":[0.0004643867,0.0001675711,0.0001235193,0.0003189086,0.00008608314,0.001224554,0.00005787912,0.0004310279,0.00007649224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000206892,"about_ca_system_score_gemma":0.001186288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000624903,"about_ca_topic_score_gemma":0.00005095585,"domain_scores_codex":[0.9975738,0.0002304337,0.001076787,0.0002377577,0.0004361353,0.0004451174],"domain_scores_gemma":[0.9968965,0.0001570129,0.001088857,0.0001800983,0.001420027,0.0002574762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.003381525,0.003035101,0.1380042,0.0005960353,0.000669883,0.0003431266,0.3841757,0.0000166985,0.01816154,0.01588745,0.4174953,0.01823342],"study_design_scores_gemma":[0.003033177,0.06655033,0.18229,0.001319088,0.0002967665,0.0001652658,0.6971681,0.00001906898,0.01951768,0.009211113,0.01943084,0.0009986038],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799935,0.00006600583,0.0008055972,0.006890104,0.004935909,0.00049745,0.00001530771,0.00003759759,0.006758487],"genre_scores_gemma":[0.9943495,0.00003065283,0.00180017,0.00009734619,0.003261808,0.00001358101,0.00002038565,0.00002182867,0.0004047717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3980645,"threshold_uncertainty_score":0.683335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02801856537506345,"score_gpt":0.4090487264882028,"score_spread":0.3810301611131394,"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."}}