{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003518995,0.0001267104,0.0001226632,0.0001547943,0.006748034,0.00001722062,0.0001399909,0.0001028137,0.0001885193],"category_scores_gemma":[0.000313852,0.00008211533,0.00006850423,0.0005175742,0.00005887003,0.00008124159,0.0003297418,0.0003879521,0.001533023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000177003,"about_ca_system_score_gemma":0.0002022633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001041857,"about_ca_topic_score_gemma":0.0003024896,"domain_scores_codex":[0.9974105,0.0005203037,0.0005571297,0.0003212334,0.0003898141,0.0008010163],"domain_scores_gemma":[0.9951803,0.003793009,0.0001396225,0.0003906914,0.0002974571,0.0001989401],"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":[0.001220359,0.0001252676,0.002228474,0.002135539,0.00008675214,0.01369987,0.001135565,0.00003712458,0.00001159788,0.2282224,0.5235519,0.2275451],"study_design_scores_gemma":[0.002176198,0.0001348609,0.02538683,0.0001897025,0.00004364258,0.0008271571,0.02451696,0.01504767,0.000007084476,0.0164768,0.9149069,0.0002862518],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.730463,0.0005348208,0.002437088,0.1657966,0.01675782,0.03078704,0.0007564016,0.001142305,0.05132493],"genre_scores_gemma":[0.8976296,0.0001491807,0.0005074803,0.0009964741,0.0007090491,0.0116847,0.0003053847,0.00003952055,0.08797858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3913549,"threshold_uncertainty_score":0.9992444,"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."}}