{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05961635,0.001757658,0.00231704,0.01887475,0.00437183,0.02634354,0.005129588,0.00678826,0.01833311],"category_scores_gemma":[0.08525012,0.001400246,0.001331371,0.00782569,0.07320528,0.0473019,0.01575947,0.01593676,0.003899993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009384656,"about_ca_system_score_gemma":0.009545626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00488383,"about_ca_topic_score_gemma":0.004953562,"domain_scores_codex":[0.9686831,0.02154682,0.001934709,0.00179153,0.005215426,0.0008284189],"domain_scores_gemma":[0.8013392,0.1613452,0.005459652,0.01393099,0.009594121,0.008330768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001077412,0.0001827755,0.003469497,0.001201887,0.0001043313,0.0003762353,0.009359806,0.000693901,0.0001612153,0.6522982,0.05442195,0.2776224],"study_design_scores_gemma":[0.00002841225,0.00004941707,0.0009964256,0.00229685,0.00001865907,0.0006312164,0.005896422,0.00106357,0.00006370799,0.8676236,0.1212491,0.00008260868],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004551847,0.3125356,0.1079955,0.4555759,0.008738894,0.0001629811,0.0001874238,0.0008387376,0.1094131],"genre_scores_gemma":[0.3298799,0.2736604,0.2420226,0.09049435,0.03557029,0.001277613,0.0003430826,0.001193373,0.02555837],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05961635,"threshold_uncertainty_score":0.3152851,"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."}}