{"id":"W4417259387","doi":"10.62694/efh.2025.508","title":"Global autism guidelines for care and workforce education: progress, gaps, and the way forward","year":2025,"lang":"","type":"article","venue":"Education for Health","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; NOSM University","funders":"","keywords":"Autism; Workforce; Set (abstract data type); Health care; Perspective (graphical); Mental health; Diversity (politics); Public health","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001187243,0.0003731166,0.0004931523,0.0001921114,0.002301673,0.0005293793,0.0005310897,0.0001628765,0.00001878472],"category_scores_gemma":[0.00167418,0.0003094249,0.0001382671,0.001035972,0.001001579,0.0002864,0.0002102378,0.0002225591,0.000004172672],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006499203,"about_ca_system_score_gemma":0.01608091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004369004,"about_ca_topic_score_gemma":0.0003381156,"domain_scores_codex":[0.9963363,0.000311261,0.0009449294,0.001088312,0.0003963753,0.000922768],"domain_scores_gemma":[0.9975313,0.0005671825,0.0004354101,0.0006955222,0.0004037262,0.0003668647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002448532,0.0001856274,0.001609366,0.001730709,0.00001092419,2.025629e-8,0.00244534,0.000002174509,4.93224e-7,0.5460255,0.07694058,0.3708044],"study_design_scores_gemma":[0.003163262,0.0005417413,0.01200608,0.001042884,0.00008419133,0.00002124414,0.007546789,0.001495395,0.00005587214,0.1781263,0.7955381,0.0003781484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00751688,0.2550923,0.003175646,0.7161114,0.004551942,0.01116445,0.0002547594,0.00006288032,0.002069798],"genre_scores_gemma":[0.9044613,0.02915349,0.01269531,0.02991694,0.0009222152,0.006580991,0.0001677866,0.00007993493,0.01602198],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8969445,"threshold_uncertainty_score":0.9999358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04925656682355256,"score_gpt":0.4529879509197641,"score_spread":0.4037313840962116,"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."}}