{"id":"W4200081644","doi":"10.15353/cjds.v10i3.818","title":"Challenges Encountered by Newcomers with Disabilities in Canada","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Disability Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Population; Psychology; Representation (politics); Gerontology; Sociology; Political science; Medicine; Demography; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006784557,0.0002177041,0.0007517133,0.00004873901,0.0004539117,0.000008275822,0.0002369969,0.00007910824,0.0003600697],"category_scores_gemma":[0.001916549,0.0001718152,0.00005822765,0.0002907107,0.0005277464,0.0001684666,0.00003735039,0.0006479759,0.000005855963],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.009880872,"about_ca_system_score_gemma":0.01564926,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9645419,"about_ca_topic_score_gemma":0.9999615,"domain_scores_codex":[0.9968753,0.0006401265,0.0009904512,0.000266629,0.0003418756,0.0008856435],"domain_scores_gemma":[0.9963957,0.001520492,0.0002836577,0.0003507002,0.0007047573,0.0007447117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004133985,0.00002522036,0.9515596,0.0005392413,0.00009627867,0.00008639886,0.01754681,0.00002421854,8.802821e-7,0.0002498772,0.02794711,0.00188302],"study_design_scores_gemma":[0.0007108927,0.0001096429,0.1628091,0.001210227,0.00002561749,0.00001827294,0.7761773,0.000001592044,0.000007555765,0.0006538318,0.0580864,0.0001896134],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9174656,0.04347098,5.448629e-7,0.0328722,0.0009747401,0.0002636902,0.0000930708,0.000005249646,0.004853933],"genre_scores_gemma":[0.9965932,0.001861287,0.00006913767,0.000924822,0.0001237579,0.00002177308,0.00000413003,0.00001752327,0.0003843991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7887505,"threshold_uncertainty_score":0.99392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1230403313317276,"score_gpt":0.4073643535621034,"score_spread":0.2843240222303758,"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."}}