{"id":"W4416233429","doi":"10.3389/fnhum.2025.1638595","title":"Supporting autistic adults with complex communication needs in making their voices heard: examining an adaptation of the Autism Voices framework","year":2025,"lang":"en","type":"article","venue":"Frontiers in Human Neuroscience","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital; University of Ottawa","funders":"Canadian Institutes of Health Research; McGill University","keywords":"Autism; Adaptation (eye); Joint attention; Augmentative and alternative communication; Lived experience","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007976799,0.0003968872,0.0002530024,0.0006737592,0.001935433,0.002015021,0.001261406,0.0009774612,0.001012223],"category_scores_gemma":[0.01050648,0.0002921835,0.0004552721,0.0002296144,0.003120982,0.001698055,0.004473259,0.001082906,0.0001466876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002659902,"about_ca_system_score_gemma":0.005181981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008052764,"about_ca_topic_score_gemma":0.03069927,"domain_scores_codex":[0.9950584,0.003362498,0.0002223391,0.0002711445,0.0006640675,0.0004216073],"domain_scores_gemma":[0.9949372,0.003007384,0.0006397497,0.0002479902,0.000623046,0.0005445906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002169957,0.0008965302,0.07358366,0.001563497,0.00004210034,0.003299644,0.764555,0.0003947552,0.007332247,0.002919775,0.00196925,0.1432265],"study_design_scores_gemma":[0.00005842624,0.0008545294,0.1049424,0.001219143,0.00008426265,0.002246956,0.8688574,0.0007125984,0.002147887,0.002667061,0.01613703,0.00007223689],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916175,0.0003506864,0.00165686,0.001058785,0.0000342918,0.0003313189,0.00002314383,0.00001622675,0.004911098],"genre_scores_gemma":[0.9896728,0.000492008,0.008028903,0.0003640297,0.00001103107,0.000699253,0.0000304923,0.000006048417,0.0006953813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008052764,"threshold_uncertainty_score":0.04218584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05899800054610601,"score_gpt":0.3458353616751584,"score_spread":0.2868373611290524,"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."}}