{"id":"W4393256590","doi":"10.1097/ncm.0000000000000723","title":"Reflections on Case Management—Past, Present, and Future","year":2024,"lang":"en","type":"article","venue":"Professional Case Management","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Capital Commission","funders":"","keywords":"Case management; MEDLINE; Computer science; Business; Process management; Political science","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006757454,0.0003076043,0.000201172,0.0005621763,0.002198274,0.00007478836,0.0001234618,0.0001950221,0.00213813],"category_scores_gemma":[0.000005250864,0.0002428251,0.00007521901,0.0007790271,0.00005382835,0.0002683842,0.0003838206,0.0008651781,0.001050481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003046893,"about_ca_system_score_gemma":0.0001476896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005307029,"about_ca_topic_score_gemma":0.00006032841,"domain_scores_codex":[0.9972326,0.0005541465,0.0005554031,0.0006923929,0.0004595577,0.000505937],"domain_scores_gemma":[0.9988366,0.0002617268,0.0001121211,0.0004184324,0.0001510743,0.0002200353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000273855,0.0002604804,0.00006131239,0.00171417,0.0002333429,0.0289123,0.00408936,0.000006629408,0.00001550456,0.4287609,0.4899472,0.04572488],"study_design_scores_gemma":[0.0006121501,0.00007779404,0.0008574055,0.0009265355,0.0001332338,0.001809158,0.05925397,0.0004513846,0.000004441371,0.004194132,0.9313845,0.0002952713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1238592,0.001408701,0.0008713215,0.1144589,0.03553723,0.006029702,0.0001597049,0.000995222,0.7166799],"genre_scores_gemma":[0.6708471,0.000275489,0.002520758,0.005970686,0.007100499,0.002885981,0.000139422,0.00009069189,0.3101694],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5469878,"threshold_uncertainty_score":0.9997273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05493850146422567,"score_gpt":0.5053326597963058,"score_spread":0.4503941583320801,"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."}}