{"id":"W1941970704","doi":"10.47678/cjhe.v33i2.183431","title":"Standards of Practice in Postsecondary Special Needs Programming: Student and Administrator Opinion","year":2003,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University; Toronto Metropolitan University; Loyalist College","funders":"Ministère de l’Éducation, Gouvernement de l’Ontario; Bộ Giáo dục và Ðào tạo","keywords":"Staffing; Workload; Best practice; Public relations; Medical education; Business; Political science; Medicine; Management; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001227083,0.0000551037,0.0001081215,0.0002334447,0.00009773575,0.00008688615,0.00009378415,0.00004852639,0.001027305],"category_scores_gemma":[0.0005956672,0.00005794574,0.00002705312,0.0002864771,0.0001570761,0.0002958614,0.000001920503,0.0001058857,0.000001279841],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005964612,"about_ca_system_score_gemma":0.01678811,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005170012,"about_ca_topic_score_gemma":0.02229087,"domain_scores_codex":[0.9989622,0.0002189337,0.0003102791,0.00006634878,0.0002802339,0.000162033],"domain_scores_gemma":[0.9987788,0.00007311111,0.0002083954,0.00006773121,0.0004584807,0.0004134742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005500247,0.00127582,0.4112935,0.0000592561,0.00005771679,0.000005582408,0.2884776,0.000003001971,0.00001647094,0.1605567,0.09292734,0.04527197],"study_design_scores_gemma":[0.0001432295,0.00009465792,0.06372596,0.00003408421,0.000008724056,0.000006008724,0.06712915,5.339835e-9,0.00001234513,0.0005085098,0.8682876,0.00004978601],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9129882,0.003353334,0.000002076455,0.01458912,0.007034636,0.0003064263,0.00000968482,0.00000254608,0.06171391],"genre_scores_gemma":[0.9972716,0.00006210474,0.0003031909,0.0003070001,0.0006793802,0.000003998158,0.000001695568,0.000004725769,0.001366278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7753602,"threshold_uncertainty_score":0.9998859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02248008121376024,"score_gpt":0.3914144249817139,"score_spread":0.3689343437679537,"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."}}