{"id":"W6907572685","doi":"10.25318/3710024501-eng","title":"Canadian career, technical or professional training certificate students belonging to a visible minority group, by gender","year":2023,"lang":"en","type":"dataset","venue":"Statistics Canada Dissemination","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certificate; Professional development; Training (meteorology); Cohort; Professional qualification","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000954584,0.0007842479,0.0007156192,0.0009417594,0.0007356415,0.0002991333,0.001436268,0.000492332,0.0003249972],"category_scores_gemma":[0.002256235,0.0008249787,0.00004905711,0.001656599,0.00006862266,0.0001275955,0.0002839099,0.0009982699,0.0004633692],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008527823,"about_ca_system_score_gemma":0.006642262,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.981014,"about_ca_topic_score_gemma":0.9997998,"domain_scores_codex":[0.9927496,0.000212957,0.000995767,0.001246207,0.003273505,0.001521904],"domain_scores_gemma":[0.9958658,0.0007396723,0.0004419963,0.0008316747,0.0005355945,0.001585253],"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":[0.00005817648,0.00008800757,0.0001664991,0.000320662,0.0001121093,0.0006795942,0.0001618829,0.00001143856,0.0001902516,0.00006629196,0.9969988,0.001146328],"study_design_scores_gemma":[0.0004838298,0.0001012611,0.08021048,0.0006437531,0.0004380296,0.00003321968,0.001424093,0.0001067288,0.00002433359,0.00009475541,0.9145446,0.001894877],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002548934,0.00003379186,0.0002801302,0.0002170024,0.001788783,0.001412963,0.9958678,0.0001256336,0.00001893789],"genre_scores_gemma":[0.002876493,0.00001296525,0.0009612599,0.0002135669,0.0001613585,0.0005984946,0.9921804,0.0002219748,0.002773493],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.08245412,"threshold_uncertainty_score":0.9994201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05740472070976547,"score_gpt":0.3519841050014639,"score_spread":0.2945793842916984,"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."}}