{"id":"W4415085649","doi":"10.1016/j.psychres.2025.116748","title":"Evaluating ADHD screening tools: A comparative analysis of accuracy, cost, and complexity","year":2025,"lang":"en","type":"article","venue":"Psychiatry Research","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Arts Foundation; University of Alberta","funders":"University Hospital Foundation; Brain and Behavior Research Foundation; Canada Research Chairs; University of Alberta; Mitacs; Mental Health Foundation; Alberta Innovates; Mental Health Research Canada","keywords":"Warrant; Context (archaeology); Selection (genetic algorithm); Screening test; Reliability (semiconductor)","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":[0.06798266,0.002058688,0.005166834,0.01431384,0.0007626368,0.005060968,0.002229049,0.002577845,0.00206216],"category_scores_gemma":[0.308889,0.0008580806,0.00628773,0.008125427,0.00138001,0.00503625,0.003685228,0.001457122,0.0005025376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003348881,"about_ca_system_score_gemma":0.003692507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006648642,"about_ca_topic_score_gemma":0.01009473,"domain_scores_codex":[0.8956431,0.062708,0.01221763,0.003935731,0.02406035,0.001435145],"domain_scores_gemma":[0.5086187,0.4495529,0.01584157,0.006589343,0.01747795,0.00191965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01144973,0.0005476226,0.7676776,0.001869039,0.006982528,0.0002484544,0.0007854662,0.004978468,0.000592548,0.001206823,0.001539096,0.2021226],"study_design_scores_gemma":[0.002845688,0.009869889,0.8493967,0.002766786,0.02045406,0.003556755,0.002235711,0.09096688,0.003431277,0.008649402,0.005357407,0.0004692694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9153735,0.04455514,0.01997173,0.003649179,0.000426008,0.001600307,0.004928154,0.0004096366,0.009086371],"genre_scores_gemma":[0.9662914,0.007700434,0.02249742,0.0004215812,0.0002956214,0.0003368667,0.001972452,0.00007869765,0.0004054194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06798266,"threshold_uncertainty_score":0.359531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6325565896322517,"score_gpt":0.5975741585041408,"score_spread":0.03498243112811095,"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."}}