{"id":"W4246095761","doi":"10.32920/ryerson.14643897","title":"Credential recognition of internationally trained dentists in Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Credential; Government (linguistics); Process (computing); Point (geometry); Business; Face (sociological concept); Immigration; Public relations; Political science; Computer science; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002783387,0.000199896,0.000290957,0.0009662303,0.01373967,0.005440328,0.001301624,0.001552135,0.007397357],"category_scores_gemma":[0.01400609,0.0002712971,0.0002402992,0.001760812,0.003967275,0.001210206,0.004780578,0.003495811,0.0006487346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0486393,"about_ca_system_score_gemma":0.136339,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9455511,"about_ca_topic_score_gemma":0.9700585,"domain_scores_codex":[0.9928739,0.0006013524,0.0001395531,0.0003521554,0.002535988,0.003496999],"domain_scores_gemma":[0.9891157,0.001176694,0.001183307,0.0001767243,0.002740343,0.005607196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002753961,0.0004201986,0.281848,0.0003907706,0.00002033014,0.004442117,0.358577,0.0009979652,0.00390943,0.02044512,0.0558016,0.2728722],"study_design_scores_gemma":[0.00002183466,0.000158014,0.2769652,0.0003945751,0.00001351936,0.001121547,0.5539688,0.0005901931,0.001110681,0.001506426,0.1640289,0.0001203213],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9236981,0.001411857,0.0002794708,0.01987578,0.0002046655,0.00007960678,0.0001102267,0.0000243366,0.05431588],"genre_scores_gemma":[0.9809828,0.0009241579,0.0002375603,0.001987337,0.00002538671,0.00001099362,0.00008037117,0.00001266054,0.01573864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0544489,"threshold_uncertainty_score":0.3529044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07017351539494092,"score_gpt":0.4188449332627547,"score_spread":0.3486714178678138,"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."}}