{"id":"W3003814892","doi":"10.1097/ncm.0000000000000422","title":"The Role of the Public Member: Providing the Consumer Perspective in Certification","year":2020,"lang":"en","type":"article","venue":"Professional Case Management","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Certification; Credential; Commission; Business; Accreditation; Product certification; Audit; Public relations; Management; Accounting; Political science; 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":[0.0007395929,0.00015628,0.0001148854,0.00008516175,0.0009127682,0.0002449656,0.0006070931,0.0000332642,0.00008609836],"category_scores_gemma":[0.0003011736,0.00007825684,0.00007109095,0.001110869,0.000129269,0.0003875048,0.001030562,0.0002130093,0.00009331775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008242055,"about_ca_system_score_gemma":0.00002903266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002029528,"about_ca_topic_score_gemma":0.0001912813,"domain_scores_codex":[0.9985565,0.0000651632,0.0003562736,0.0002994963,0.0004687497,0.0002538457],"domain_scores_gemma":[0.9989347,0.0001239951,0.0003325244,0.0003329668,0.0002638328,0.00001197303],"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":[0.00004470715,0.0001178485,0.02622495,0.0001387765,0.00008258404,0.00003008549,0.0004905681,0.0001200551,0.00005458836,0.9571596,0.00865963,0.006876587],"study_design_scores_gemma":[0.0009419427,0.00001148128,0.03768105,0.0001601559,0.0002273764,0.00001816355,0.07906666,0.02603088,0.0002001473,0.05553995,0.7996742,0.0004479827],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3736869,0.002413116,0.0003827174,0.4986834,0.002264633,0.005932365,0.000009852291,0.0002637334,0.1163633],"genre_scores_gemma":[0.9953594,0.00001845076,0.00003048747,0.003592682,0.0003038358,0.000135341,0.000005914906,0.00002195095,0.000531946],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9016197,"threshold_uncertainty_score":0.7020367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02506394080092107,"score_gpt":0.2432089157976595,"score_spread":0.2181449749967385,"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."}}