{"id":"W3029326194","doi":"10.1097/ncm.0000000000000449","title":"New Decade's Urgent Health Care Challenges Spotlight Increasing Role of Professional Case Managers","year":2020,"lang":"en","type":"article","venue":"Professional Case Management","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Certification; Credential; Commission; Officer; Business; Management; Accreditation; Case management; Public relations; Political science; Law; Process management; Finance","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":[0.02958041,0.0006491839,0.0009644662,0.001941606,0.006625362,0.01232337,0.003080779,0.0154836,0.05324819],"category_scores_gemma":[0.06018559,0.0006458699,0.000850798,0.001552513,0.008473349,0.01269238,0.009749878,0.018969,0.007702565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008675363,"about_ca_system_score_gemma":0.03283843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01073691,"about_ca_topic_score_gemma":0.04648742,"domain_scores_codex":[0.9856091,0.005811631,0.0008776527,0.001129001,0.003935907,0.002636647],"domain_scores_gemma":[0.8395467,0.04376401,0.004442923,0.004365794,0.0247193,0.08316121],"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":[0.00003016828,0.0001088203,0.001183996,0.0003656771,0.00001096159,0.0002783777,0.001672102,0.00007623251,0.0001604258,0.02495369,0.880557,0.09060258],"study_design_scores_gemma":[0.00003588528,0.00007269096,0.002627698,0.001760204,0.000008245597,0.0004142758,0.008496417,0.000180106,0.00006724989,0.01984031,0.9664564,0.0000404671],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005641592,0.011596,0.0004287186,0.9742659,0.00817548,0.000008349624,0.00002504418,0.00005334215,0.004882962],"genre_scores_gemma":[0.0595643,0.07286674,0.009368522,0.7784803,0.05447127,0.0001821435,0.0003503685,0.0003264452,0.02438983],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05324819,"threshold_uncertainty_score":0.178133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1674880208220584,"score_gpt":0.4710450350591306,"score_spread":0.3035570142370723,"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."}}