{"id":"W3134979057","doi":"","title":"A Guide for Foreign Trained Newcomer Architects: Identifying barriers to re-licensure in Canada","year":2021,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Occupational and Professional Licensing Regulation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Licensure; Psychology; Medical education; Political science; Engineering; Medicine","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":[0.005244276,0.0008536441,0.0009356264,0.006468516,0.01968431,0.009620618,0.004678542,0.003401862,0.02039204],"category_scores_gemma":[0.01324118,0.001149048,0.0008509159,0.007514741,0.00415289,0.003602143,0.005028161,0.004838044,0.008880517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07622174,"about_ca_system_score_gemma":0.2987186,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9548408,"about_ca_topic_score_gemma":0.991451,"domain_scores_codex":[0.9949937,0.0006524751,0.0002928359,0.000279755,0.002465416,0.001315871],"domain_scores_gemma":[0.985234,0.001424416,0.0005450061,0.0001946272,0.008567487,0.004034592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002261744,0.0002043083,0.01243844,0.0009117458,0.000009306794,0.001194012,0.05101383,0.0003446129,0.0005686558,0.005963291,0.7552512,0.172078],"study_design_scores_gemma":[0.00001098414,0.00004765276,0.01591796,0.001841291,0.000008911953,0.0004569094,0.09145582,0.0002392068,0.0002203841,0.001489306,0.8882008,0.0001108023],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.110372,0.07564144,0.02726955,0.1973203,0.007933852,0.009749386,0.02047646,0.003550201,0.5476868],"genre_scores_gemma":[0.1942661,0.1224126,0.1298029,0.0437348,0.0004916301,0.006132384,0.01265962,0.001525446,0.4889745],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07622174,"threshold_uncertainty_score":0.55303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02456759594543688,"score_gpt":0.2230724402400794,"score_spread":0.1985048442946425,"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."}}