{"id":"W4413984738","doi":"10.1136/bmjopen-2025-107684","title":"Assessing anxiety in adolescents with autism spectrum disorder (ADORA): developing a health equity protocol for non-invasive biomarkers","year":2025,"lang":"en","type":"article","venue":"BMJ Open","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of Mental Health","keywords":"Anxiety; Autism; Clinical psychology; Autism spectrum disorder; Medicine; Feeling; Specific phobia; Psychiatry; Psychology; Developmental psychology; Anxiety disorder","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":[0.05039212,0.0013499,0.001864237,0.003056792,0.003817637,0.001838374,0.002121534,0.002230117,0.01953625],"category_scores_gemma":[0.04024498,0.001363407,0.002556853,0.001481545,0.001223677,0.002469348,0.00372954,0.003323107,0.005836632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004336527,"about_ca_system_score_gemma":0.01489461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002940677,"about_ca_topic_score_gemma":0.00543982,"domain_scores_codex":[0.9738773,0.01605037,0.005629948,0.001265402,0.00169962,0.001477322],"domain_scores_gemma":[0.9771842,0.006753169,0.003310294,0.002660053,0.008355529,0.001736626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0203602,0.02285533,0.1256374,0.01643839,0.0005258911,0.001833257,0.01886008,0.004291235,0.007488616,0.01840504,0.1204228,0.6428817],"study_design_scores_gemma":[0.02428728,0.02395297,0.4721159,0.02038885,0.0006373053,0.001476275,0.01518339,0.01373645,0.009364745,0.02020463,0.3979705,0.0006817309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.007759342,0.0001394761,0.009530989,0.00060339,0.0001073237,0.9767941,0.001844114,0.0001133952,0.003107846],"genre_scores_gemma":[0.004990093,0.0001232952,0.01308906,0.0002095237,0.00002783599,0.9807545,0.0004567135,0.000006903782,0.0003420919],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05039212,"threshold_uncertainty_score":0.2665022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1382102826086614,"score_gpt":0.4969349514186663,"score_spread":0.3587246688100049,"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."}}