{"id":"W2936981563","doi":"10.2478/rpp-2018-0009","title":"Peculiar Features of Attaining the CERA Designation in Canada","year":2018,"lang":"en","type":"article","venue":"Comparative Professional Pedagogy","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Credential; German; Meaning (existential); Higher education; Professional services; Psychology; Medical education; Accounting; Library science; Management; Political science; Public relations; Computer science; Medicine; Business; Law; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003630443,0.0001461755,0.000226278,0.0001445498,0.000239995,0.00003286756,0.0003758836,0.0000347403,0.0002354044],"category_scores_gemma":[0.00008880967,0.0001013897,0.00003176655,0.0004745389,0.000128056,0.0004131762,0.0002369028,0.0001996845,0.00004732531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001212469,"about_ca_system_score_gemma":0.0004213253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3569636,"about_ca_topic_score_gemma":0.7711106,"domain_scores_codex":[0.9988108,0.00005312498,0.0003103147,0.000215,0.0003718158,0.0002389527],"domain_scores_gemma":[0.9990844,0.0001529652,0.0002930334,0.0001761368,0.0002861833,0.00000733073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0005372083,0.0002081374,0.329613,0.0001971487,0.00007017574,0.00001964885,0.003282497,0.00115361,0.001208419,0.4474506,0.2018444,0.01441522],"study_design_scores_gemma":[0.0005072884,0.00001871058,0.9295391,0.0001337794,0.00001749848,5.517477e-7,0.005493884,0.005008582,0.0004215755,0.006702553,0.0519347,0.0002217278],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506205,0.0001634965,0.0004188414,0.002821458,0.001282996,0.0005076136,0.000002458225,0.00002028074,0.04416235],"genre_scores_gemma":[0.9969838,0.000002599378,0.000117585,0.001279263,0.0006861123,0.00003689869,0.00001630491,0.000009877299,0.0008675683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5999262,"threshold_uncertainty_score":0.6473185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05812970103246031,"score_gpt":0.3333399189810526,"score_spread":0.2752102179485923,"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."}}