{"id":"W4323353771","doi":"10.1111/exsy.13253","title":"Video‐based real‐time assessment and diagnosis of autism spectrum disorder using deep neural networks","year":2023,"lang":"en","type":"article","venue":"Expert Systems","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child, Adolescent and Family Mental Health","funders":"Biotechnology Industry Research Assistance Council","keywords":"Computer science; Autism spectrum disorder; Artificial intelligence; Neurotypical; Pipeline (software); Benchmark (surveying); Action (physics); Machine learning; Autism; Action recognition; Identification (biology); Pattern recognition (psychology); Psychology; Developmental psychology","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":[0.0003214482,0.0007190757,0.0002682214,0.0009546725,0.0001027908,0.0002792008,0.0004573072,0.0005221118,0.001141088],"category_scores_gemma":[0.001185219,0.0001458772,0.0002814115,0.0002451067,0.0001316325,0.000234205,0.0003505056,0.0004482325,0.0004675207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004271065,"about_ca_system_score_gemma":0.0003433224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01297953,"about_ca_topic_score_gemma":0.02198774,"domain_scores_codex":[0.9997864,0.00005107217,0.0000130689,0.00008083292,0.00003650639,0.00003205557],"domain_scores_gemma":[0.9996895,0.0001108302,0.00005275161,0.0000254164,0.00007981566,0.00004162714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001151401,0.0005807892,0.1514247,0.0003722031,0.000301379,0.00146424,0.0001839444,0.08992387,0.05319792,0.0007155008,0.01310064,0.6875834],"study_design_scores_gemma":[0.00002273313,0.0001849708,0.05422613,0.00007559996,0.00005096519,0.0004155925,0.000116357,0.9291874,0.01346481,0.001010409,0.001220343,0.0000246367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7892749,0.001982333,0.1939079,0.0005846429,0.0001710315,0.0001806502,0.00513586,0.003814122,0.004948618],"genre_scores_gemma":[0.9681184,0.0002751754,0.02840196,0.00008709628,0.00002601518,0.00004855412,0.001759533,0.00002626763,0.001257044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01297953,"threshold_uncertainty_score":0.02580798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04330661192627522,"score_gpt":0.3439508053119644,"score_spread":0.3006441933856892,"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."}}