{"id":"W4411016914","doi":"10.1007/s11682-025-01026-5","title":"Combining functional, structural, and morphological networks for multimodal classification of developing autistic brains","year":2025,"lang":"en","type":"article","venue":"Brain Imaging and Behavior","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute on Governance","funders":"Natural Science Foundation of Sichuan Province","keywords":"Neuropsychology; Neuroscience; Functional connectivity; Psychology; Autism; Cognitive psychology; Cognitive science; Computer science; Developmental psychology; Cognition","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":[],"consensus_categories":[],"category_scores_codex":[0.000184321,0.0001117032,0.0001491469,0.0001272922,0.0003186857,0.00007584174,0.0001011723,0.00004827308,0.00001000494],"category_scores_gemma":[0.0004796438,0.000103826,0.00002675807,0.0002039706,0.0003305977,0.00009988349,0.0001072872,0.0001507344,4.077718e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002912096,"about_ca_system_score_gemma":0.00005931016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002834621,"about_ca_topic_score_gemma":0.000006002437,"domain_scores_codex":[0.9989632,0.00007165609,0.0002072402,0.0003908414,0.0001217805,0.0002452748],"domain_scores_gemma":[0.9991686,0.0005879102,0.00006732682,0.0001194045,0.00001942503,0.00003732865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001284304,0.0001457304,0.2013061,0.0001531137,0.000009344794,0.00002453206,0.0002771479,0.00006348595,0.4619158,0.2287849,0.001211201,0.1059802],"study_design_scores_gemma":[0.0009630822,0.00003650264,0.9087827,0.00005534337,0.00002758775,0.00005054516,0.00009397438,0.08288366,0.003134098,0.003684973,0.0001382899,0.0001491979],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9261976,0.0001900728,0.06448017,0.008391701,0.0001499364,0.0004392238,0.00001733585,0.00006035971,0.00007358977],"genre_scores_gemma":[0.9975075,0.00001777532,0.001717628,0.0004664627,0.00001317345,0.00008800862,0.00001167307,0.00001002471,0.0001677621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7074767,"threshold_uncertainty_score":0.42339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05861736311772986,"score_gpt":0.3470993369342975,"score_spread":0.2884819738165676,"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."}}