{"id":"W4377565267","doi":"10.1097/ncm.0000000000000664","title":"The Case for Dual Certification","year":2023,"lang":"en","type":"article","venue":"Professional Case Management","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Credential; Certification; Commission; Accreditation; Business; Case management; License; Management; 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":[0.01039484,0.0002949217,0.000494611,0.001301535,0.01113409,0.006108072,0.002226713,0.0113726,0.02404781],"category_scores_gemma":[0.04133077,0.0004754494,0.000559376,0.0006296461,0.01586742,0.006321441,0.01194463,0.01960319,0.003002807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004329413,"about_ca_system_score_gemma":0.01627592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01159921,"about_ca_topic_score_gemma":0.02823724,"domain_scores_codex":[0.9875207,0.003076494,0.0002994282,0.001503752,0.002822168,0.00477746],"domain_scores_gemma":[0.9768724,0.005731153,0.001182339,0.002174639,0.002796996,0.0112424],"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":[0.00004403391,0.0001052658,0.01151386,0.00006172026,0.00001369936,0.01970362,0.007534543,0.00009743381,0.0002709837,0.5869563,0.3128468,0.06085179],"study_design_scores_gemma":[0.0000537648,0.00006216879,0.004443064,0.00143255,0.00002050801,0.07550666,0.02681368,0.0005255704,0.0002459595,0.1916005,0.6992319,0.00006355136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03280533,0.003451517,0.00278989,0.7290315,0.006116786,0.00003602646,0.00003563508,0.00006354905,0.2256699],"genre_scores_gemma":[0.714875,0.00301682,0.002605963,0.2039348,0.004172159,0.0001177131,0.00008080655,0.0001542871,0.07104246],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02404781,"threshold_uncertainty_score":0.08044797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2236666569859262,"score_gpt":0.5435417727839367,"score_spread":0.3198751157980104,"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."}}