{"id":"W4399593296","doi":"10.1080/09297049.2024.2364957","title":"A transdiagnostic examination of cognitive heterogeneity in children and adolescents with neurodevelopmental disorders","year":2024,"lang":"en","type":"article","venue":"Child Neuropsychology","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"The King's University; McGill University; Western University","funders":"Canada First Research Excellence Fund","keywords":"Neurocognitive; Cognition; Autism spectrum disorder; Neurodevelopmental disorder; Psychology; Autism; Clinical psychology; Neuropsychology; Cognitive skill; Attention deficit hyperactivity disorder; Developmental psychology; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006450988,0.0001363551,0.0001978177,0.0002414345,0.00002305135,0.000008045005,0.00003483842,0.00005598016,0.00001718645],"category_scores_gemma":[0.00006880065,0.0001214899,0.00003246026,0.0002887487,0.0001527907,0.00008051837,0.00001608357,0.000267541,0.000008449144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009544641,"about_ca_system_score_gemma":0.00001631857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006195476,"about_ca_topic_score_gemma":0.00002782617,"domain_scores_codex":[0.9990455,0.0001054112,0.0001751322,0.0004054093,0.0001176707,0.0001508603],"domain_scores_gemma":[0.9997355,0.00006810363,0.00003218436,0.00009636869,0.00001934156,0.00004847676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002011452,0.000607963,0.9683842,0.00009223346,0.00004402899,0.00006485088,0.0004842649,0.000003079804,0.0006277547,0.00001363825,0.00000366814,0.02947314],"study_design_scores_gemma":[0.002244414,0.0004193075,0.9954393,0.000560172,0.00006559401,0.0009567799,0.00007546506,0.00004256289,0.00008816623,0.000004012848,0.000006116117,0.00009813995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978698,0.0003601154,0.0001712321,0.0005317797,0.00007447457,0.0005562553,0.00001380531,0.00004198353,0.0003805425],"genre_scores_gemma":[0.9992687,0.0002479357,0.00001312728,0.0003720243,0.00001295783,0.00001631137,0.00003148671,0.000030261,0.000007260252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.029375,"threshold_uncertainty_score":0.4954216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01200599697960558,"score_gpt":0.2857469960512083,"score_spread":0.2737409990716028,"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."}}