{"id":"W4387296811","doi":"10.1097/ncm.0000000000000685","title":"AI and Case Management: New Tools of Our Trade","year":2023,"lang":"en","type":"article","venue":"Professional Case Management","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Credential; Certification; Accreditation; Commission; Case management; Health care; Business; Process (computing); Management; Process management; Medical education; Political science; Medicine; Computer science; Computer security; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0003709384,0.0001193576,0.0001734657,0.0002529825,0.0001590543,0.0000161217,0.00004485984,0.00005859241,0.00008784798],"category_scores_gemma":[0.00001949224,0.0001024114,0.00004902178,0.0004051251,0.00002254821,0.00009943272,0.0001293801,0.0001435546,0.00008556057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004701255,"about_ca_system_score_gemma":0.00004497055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002616196,"about_ca_topic_score_gemma":0.00004712183,"domain_scores_codex":[0.9988061,0.00004315731,0.0003760617,0.0002663789,0.0002592405,0.0002490266],"domain_scores_gemma":[0.999416,0.00005122829,0.00007446639,0.0002380271,0.0000341296,0.0001861339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002170215,0.0002497684,0.001751797,0.002565205,0.0001671084,0.05499386,0.003508505,0.0000203604,0.00004795425,0.0125813,0.1165557,0.8073415],"study_design_scores_gemma":[0.003158034,0.001794044,0.05536142,0.005824362,0.002538982,0.05938955,0.5913696,0.0108561,0.007811283,0.04427375,0.2156921,0.001930714],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9444937,0.000279407,0.0003434366,0.04777983,0.001471345,0.001736747,0.00001466541,0.0001331074,0.003747785],"genre_scores_gemma":[0.9838217,0.0002133733,0.0008467598,0.001696471,0.0002289481,0.00007834291,0.00003913917,0.00001665777,0.01305855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8054107,"threshold_uncertainty_score":0.4176217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2508328761011286,"score_gpt":0.4878784263023053,"score_spread":0.2370455502011767,"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."}}