{"id":"W4413939231","doi":"10.24908/iqurcp19901","title":"Environmental Scan of Neurodiversity Affirming Approaches in Higher Education","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Psychology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006795654,0.0001760309,0.0001968445,0.00101614,0.0002615216,0.0001746165,0.0005490478,0.00008532557,0.00007773237],"category_scores_gemma":[0.0005531217,0.0001843318,0.00005043829,0.001755805,0.001158305,0.0008917754,0.0003085037,0.0005421003,0.00003953879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002884193,"about_ca_system_score_gemma":0.0007354807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008623688,"about_ca_topic_score_gemma":0.000003306696,"domain_scores_codex":[0.997395,0.0001867746,0.0003178287,0.0008081598,0.0007913158,0.0005009124],"domain_scores_gemma":[0.9991746,0.0002233107,0.0001252279,0.0001684421,0.0001825298,0.0001259157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000188052,0.001366553,0.04735099,0.0001954061,0.000005482016,0.000003504364,0.001970714,0.000003751911,0.5341099,0.3844509,0.002497452,0.02785736],"study_design_scores_gemma":[0.001560287,0.0005391704,0.2119651,0.0006328536,0.00002905592,0.00001441713,0.01862599,0.001053505,0.6060327,0.1416445,0.01712339,0.0007789923],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9280467,0.00001944258,0.00008898696,0.01510084,0.0007757531,0.0006330829,0.000005656301,0.00005095458,0.05527857],"genre_scores_gemma":[0.9905849,0.0001657889,0.00003932524,0.0003527773,0.00006098828,0.00008877662,0.000002674001,0.00001084354,0.008694001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2428063,"threshold_uncertainty_score":0.7516834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2359491195467444,"score_gpt":0.3662369809904952,"score_spread":0.1302878614437507,"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."}}