{"id":"W4235525940","doi":"10.2196/preprints.23568","title":"Exploration of Gender-Sensitive Care in Vocational Rehabilitation Providers Working With Youth With Disabilities: Codevelopment of an Educational Simulation (Preprint)","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Centre for Addiction and Mental Health; Holland Bloorview Kids Rehabilitation Hospital; McMaster University; University of Toronto","funders":"","keywords":"Context (archaeology); Vocational education; Nonprobability sampling; Psychology; Medical education; Health care; Relevance (law); Rehabilitation; Qualitative research; Focus group; Nursing; Medicine; Pedagogy; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0163989,0.0006667887,0.0004657682,0.001260638,0.004195091,0.005242118,0.002153893,0.001681562,0.004828118],"category_scores_gemma":[0.0443693,0.0004058571,0.0008812618,0.0007901336,0.005457841,0.002986503,0.008586708,0.002409252,0.0006157142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005927522,"about_ca_system_score_gemma":0.009963437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00232383,"about_ca_topic_score_gemma":0.005369963,"domain_scores_codex":[0.9833199,0.01398173,0.000423771,0.0004636745,0.001072636,0.0007381695],"domain_scores_gemma":[0.9628732,0.02907917,0.001431101,0.001529073,0.002369576,0.002717872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002482989,0.0009866491,0.008394519,0.001655087,0.00002180202,0.00179055,0.8714733,0.001968725,0.003406599,0.01121163,0.01064528,0.08819753],"study_design_scores_gemma":[0.0001479122,0.001241505,0.009307305,0.003846259,0.0000612601,0.00134587,0.7763326,0.00422653,0.005140511,0.005987036,0.1921586,0.0002045253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9070844,0.0005804483,0.05009435,0.008463498,0.0007743711,0.003136971,0.0005380817,0.0004930777,0.02883467],"genre_scores_gemma":[0.9215746,0.0009177797,0.06351153,0.00137679,0.00008038728,0.004084999,0.0003936065,0.0002039663,0.00785628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0163989,"threshold_uncertainty_score":0.08672673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1283547599889455,"score_gpt":0.3617000972906295,"score_spread":0.233345337301684,"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."}}