{"id":"W4400118608","doi":"10.3390/disabilities4030028","title":"Strategies for Increasing Accessibility and Equity in Health and Human Service Educational Programs: Protocol for a National, Mixed Methods Study","year":2024,"lang":"en","type":"article","venue":"Disabilities","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Université du Québec à Trois-Rivières; University of Toronto; The King's University; York University; University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Equity (law); Protocol (science); Human services; Health equity; Computer science; Business; Economic growth; Political science; Medicine; Economics; Health care","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007263463,0.0002087943,0.0003926699,0.0001015008,0.0009257949,0.0001681032,0.000143913,0.0001159532,0.00006805029],"category_scores_gemma":[0.001270136,0.000180729,0.00003660434,0.0002818289,0.000169055,0.0004792219,0.0002138218,0.0002552116,0.000001123971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006678005,"about_ca_system_score_gemma":0.002568523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00381091,"about_ca_topic_score_gemma":0.01622324,"domain_scores_codex":[0.9961286,0.001534697,0.0009451318,0.0005837045,0.0002402605,0.000567597],"domain_scores_gemma":[0.9930871,0.006000957,0.0001509885,0.0001951651,0.0003837497,0.0001820913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007408449,0.001349266,0.4603645,0.09477011,0.00004839158,1.106628e-7,0.1100662,0.000002764957,0.00001602309,0.3127904,0.002481096,0.01737036],"study_design_scores_gemma":[0.001570545,0.0007841921,0.09738396,0.00219799,0.00000935168,0.00000100686,0.4535756,0.0006263948,0.00000142356,0.4217283,0.02190044,0.0002207485],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7411407,0.0002283241,0.0001678029,0.004405015,0.0001844468,0.2524885,0.0001070017,0.0001433061,0.001134879],"genre_scores_gemma":[0.5050045,8.797115e-7,0.01036069,0.0003405934,0.0001684479,0.4838193,0.00006118864,0.00002262772,0.00022184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3629805,"threshold_uncertainty_score":0.9052948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.309496580691338,"score_gpt":0.6657251845161171,"score_spread":0.3562286038247791,"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."}}