{"id":"W4221128792","doi":"10.1159/000524015","title":"Measuring Autistic Writing Skills: Combining Perspectives from Neurodiversity Advocates, Autism Researchers, and Writing Theories","year":2022,"lang":"en","type":"article","venue":"Human Development","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Autism; Psychology; Sociocultural evolution; Developmental psychology; Cognition; Cognitive science; Cognitive psychology; Sociology; Neuroscience","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002821746,0.0001354343,0.0001683712,0.0001470424,0.00855993,0.0003154686,0.0002895161,0.00004213705,0.0004112935],"category_scores_gemma":[0.0004459625,0.0001758401,0.00003014063,0.0002291275,0.0003097837,0.0002199747,0.000420432,0.0004409201,0.000009845635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005844231,"about_ca_system_score_gemma":0.0004096872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00165792,"about_ca_topic_score_gemma":0.0003612136,"domain_scores_codex":[0.9974532,0.0006336487,0.0002718999,0.0004533984,0.0007044325,0.0004833831],"domain_scores_gemma":[0.9990995,0.0004260671,0.0001239034,0.0001283382,0.0000934011,0.0001287994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001459778,0.0002252644,0.09036336,0.00003993361,0.00006037059,0.0000374867,0.7218125,0.00001211059,0.0002650812,0.171762,0.0008086443,0.01459858],"study_design_scores_gemma":[0.0006180251,0.00004683943,0.3792812,0.0001638643,0.00001976405,0.000004554404,0.5991263,0.00001331698,0.00006289064,0.01172686,0.008521368,0.0004149345],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833623,0.0006935485,0.00003261933,0.001215538,0.0001377547,0.0001799891,0.000007576338,0.000209053,0.01416162],"genre_scores_gemma":[0.9969289,0.00003274908,0.001615221,0.00007917031,0.0001536299,0.0000395194,0.00003197115,0.00001751621,0.001101329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2889179,"threshold_uncertainty_score":0.9927308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08417151658526624,"score_gpt":0.3283518418825029,"score_spread":0.2441803252972367,"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."}}