{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02353149,0.0002605347,0.0002592052,0.0011553,0.01086275,0.01308188,0.001022997,0.008021452,0.02996364],"category_scores_gemma":[0.05294614,0.0003602866,0.0002060711,0.000912193,0.01369855,0.01261232,0.007580468,0.008700455,0.003497803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00675666,"about_ca_system_score_gemma":0.01342062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0120549,"about_ca_topic_score_gemma":0.01960281,"domain_scores_codex":[0.9763752,0.01704415,0.0004004233,0.0006977382,0.003263116,0.002219363],"domain_scores_gemma":[0.9587994,0.01884071,0.001738064,0.001849713,0.007495397,0.01127671],"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":[0.00008758572,0.000168216,0.008253652,0.0001128225,0.00000848309,0.001371785,0.04937523,0.0001127496,0.0002576493,0.189056,0.6378461,0.1133497],"study_design_scores_gemma":[0.00003690479,0.0001288408,0.003626679,0.0007166645,0.00001362861,0.001337286,0.07235233,0.0002848486,0.0002115842,0.02860331,0.8926367,0.00005129535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01469252,0.003524662,0.003644901,0.7004142,0.0053886,0.00006975191,0.00002933089,0.0001509064,0.2720851],"genre_scores_gemma":[0.7605436,0.005036212,0.003103882,0.1368235,0.004339873,0.0000999418,0.00005957011,0.0002793261,0.08971406],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02996364,"threshold_uncertainty_score":0.1244479,"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."}}