{"id":"W4387296605","doi":"10.1097/ncm.0000000000000645","title":"Intensive Case Management to Reduce Hospital Readmissions","year":2023,"lang":"en","type":"article","venue":"Professional Case Management","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cascades (Canada)","funders":"","keywords":"Medicine; Intervention (counseling); Hospital readmission; Case management; Emergency medicine; Quality management; Health care; Family medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004843537,0.000411396,0.0004033479,0.0008255812,0.0005083315,0.00004714435,0.000141485,0.00008905456,0.000648693],"category_scores_gemma":[0.00006041916,0.0003294685,0.0001987053,0.001211248,0.00004919263,0.0001134061,0.001184276,0.0002420313,0.00342574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002752499,"about_ca_system_score_gemma":0.0000355694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005915252,"about_ca_topic_score_gemma":0.00001667432,"domain_scores_codex":[0.9970862,0.00008421755,0.0004928156,0.0008565596,0.0006962441,0.0007840199],"domain_scores_gemma":[0.998104,0.00006532631,0.00008257288,0.0008188774,0.0002147205,0.0007145485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001889091,0.0004358321,0.0001732413,0.0003931895,0.0005261023,0.487027,0.0008534721,0.00001464927,0.00002474824,0.005240725,0.4712073,0.03391475],"study_design_scores_gemma":[0.005523808,0.001106244,0.00579734,0.001482797,0.001516292,0.01866955,0.06194851,0.0004493692,0.0003169213,0.0007931766,0.9013909,0.001005121],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7932642,0.0001102108,0.0004534568,0.1372994,0.003443636,0.01064742,0.0000547575,0.001430343,0.05329651],"genre_scores_gemma":[0.7864692,0.000100408,0.01003966,0.00422979,0.0002414041,0.001552784,0.000189936,0.0000817379,0.1970951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4683575,"threshold_uncertainty_score":0.9999157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03525459342707964,"score_gpt":0.3553774133475853,"score_spread":0.3201228199205056,"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."}}