{"id":"W4405951696","doi":"10.54844/vte.2024.0762","title":"The evolution of vocational education colleges and institutes in Canada: An analysis of trends and challenges","year":2024,"lang":"en","type":"article","venue":"Vocation Technology & Education","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Political science; Medical education; Sociology; Library science; Pedagogy; Medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002158569,0.0002476634,0.0003810392,0.006409178,0.007203371,0.005312374,0.001838712,0.0008875821,0.003093445],"category_scores_gemma":[0.006145523,0.0004185612,0.0003617885,0.01787042,0.002954958,0.001610682,0.002733963,0.001906386,0.0002774706],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1428072,"about_ca_system_score_gemma":0.198088,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9937301,"about_ca_topic_score_gemma":0.9973193,"domain_scores_codex":[0.9950381,0.0002243467,0.0001656559,0.0003119766,0.001874384,0.002385528],"domain_scores_gemma":[0.9853253,0.0007618091,0.001347312,0.0001989766,0.007585588,0.004781126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003395583,0.0001895493,0.636745,0.0008004722,0.00007525749,0.0008138625,0.02306747,0.001697462,0.001854343,0.05118512,0.02251847,0.2607133],"study_design_scores_gemma":[0.000009043951,0.00004461951,0.9045838,0.0002981483,0.00001711242,0.0001610944,0.02583431,0.0008724083,0.0003008566,0.0007182356,0.06710511,0.00005522005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8875142,0.01591168,0.0009063177,0.03236397,0.0001859771,0.0001755728,0.005816977,0.0001552023,0.05697018],"genre_scores_gemma":[0.982883,0.006654908,0.0007784655,0.0009518839,0.00002864518,0.00002470985,0.001124634,0.00002545899,0.007528273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8571928,"threshold_uncertainty_score":0.9942221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02056580671055213,"score_gpt":0.3290176509571562,"score_spread":0.3084518442466041,"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."}}