{"id":"W2117862951","doi":"10.3138/cjpe.29.3.98","title":"The CES Professional Designations Program: Views from Members","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; Health Canada","funders":"","keywords":"Credential; Credentialing; Professionalization; Psychology; Perception; Certification; Medical education; Public relations; Social psychology; Political science; Medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007977033,0.000183001,0.0002831656,0.0001913903,0.001726591,0.00009567205,0.0004778778,0.00023688,0.0007164588],"category_scores_gemma":[0.002591872,0.0001223668,0.0001039279,0.0005522461,0.0001805922,0.000349516,0.0000234679,0.0008138348,0.0001547375],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00158099,"about_ca_system_score_gemma":0.01663595,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009778941,"about_ca_topic_score_gemma":0.2001946,"domain_scores_codex":[0.9942981,0.002375025,0.001199084,0.00018822,0.001149235,0.0007903467],"domain_scores_gemma":[0.9928792,0.0006367845,0.001056177,0.0002941132,0.003620962,0.001512839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008816049,0.00009804734,0.03059367,0.00002829805,0.00007809574,0.00001208847,0.009205649,0.0002349127,0.00000454715,0.001308085,0.2130248,0.7453237],"study_design_scores_gemma":[0.001372855,0.0004742291,0.01300784,0.0005657194,0.0001383062,0.00000713331,0.01472066,0.004138851,0.000005452462,0.01019724,0.9552115,0.0001602737],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8383629,0.02769797,0.0003224946,0.04537947,0.02331555,0.02818607,0.0001001449,0.0002634846,0.03637197],"genre_scores_gemma":[0.972982,0.0000944417,0.01898713,0.0009886258,0.001887668,0.002581594,0.0001634359,0.00005775384,0.002257386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7451634,"threshold_uncertainty_score":0.9995731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3882781204994393,"score_gpt":0.5566227842552148,"score_spread":0.1683446637557756,"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."}}