{"id":"W4410860451","doi":"10.4018/979-8-3373-1000-8.ch009","title":"From Classroom to Campus","year":2025,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Psychology; Computer science; Mathematics education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0003820083,0.0004707356,0.0003718816,0.0008454862,0.01037798,0.01221207,0.001966058,0.001780467,0.0885857],"category_scores_gemma":[0.001203191,0.0003567555,0.0002595655,0.001274715,0.002260914,0.003682023,0.00909281,0.003703725,0.05144187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007439684,"about_ca_system_score_gemma":0.01257035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06499143,"about_ca_topic_score_gemma":0.2519276,"domain_scores_codex":[0.9992205,0.0001139878,0.00002040081,0.0001498522,0.0002715237,0.0002238458],"domain_scores_gemma":[0.9990848,0.00006091658,0.00002253441,0.0001106765,0.0002621615,0.0004589136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001634754,0.00009982485,0.0008654232,0.0002553518,0.000004013051,0.0004132676,0.0168359,0.0002448046,0.002151792,0.1278284,0.487607,0.3636779],"study_design_scores_gemma":[0.00000102706,0.000008541057,0.0004516248,0.0001352324,0.000001294751,0.00008250727,0.004532213,0.00004040842,0.0001631027,0.003390312,0.991189,0.000004694265],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003400831,0.001628913,0.003956086,0.005651123,0.0007610788,0.00008414204,0.0001909173,0.0007679329,0.9835591],"genre_scores_gemma":[0.03160664,0.001460195,0.003674487,0.001638488,0.00009955368,0.00009792129,0.0001514495,0.0002613414,0.96101],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0885857,"threshold_uncertainty_score":0.2963487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02709414897376178,"score_gpt":0.3248246252306323,"score_spread":0.2977304762568705,"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."}}