{"id":"W4281251080","doi":"10.1016/j.ebiom.2022.104075","title":"Towards pathophysiology-based interventions for children with ADHD and increased screen time utilisation","year":2022,"lang":"en","type":"letter","venue":"EBioMedicine","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anxiety; Attention deficit hyperactivity disorder; Psychological intervention; Depression (economics); Psychiatry; Obesity; Medicine; Asthma; Attention deficit; Mental health; Major depressive disorder; Clinical psychology; Psychology; Cognition; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003394517,0.0004330036,0.0009480573,0.0006725994,0.0001900106,0.00001897705,0.0001422587,0.0004066918,0.002941278],"category_scores_gemma":[0.00022239,0.0003471504,0.0003247276,0.0003663898,0.0003275055,0.00007506275,0.00007804282,0.001105751,0.0000297248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001375188,"about_ca_system_score_gemma":0.0002680203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002945855,"about_ca_topic_score_gemma":0.000005002927,"domain_scores_codex":[0.9977322,0.0001569769,0.000460082,0.0007105031,0.0005563874,0.0003838472],"domain_scores_gemma":[0.9985665,0.0002113126,0.0003542527,0.0005540275,0.000190047,0.0001238391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009643085,0.0004244976,0.001832608,0.001129931,0.0008819411,0.0001316545,0.0001303586,0.000002522958,0.001319106,0.000005128765,0.9841022,0.009075772],"study_design_scores_gemma":[0.05224254,0.02600575,0.2169113,0.005991889,0.01212804,0.0009949408,0.000938454,0.002517676,0.0001225844,0.0004833431,0.6789976,0.002665853],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1695448,0.001262106,0.003255484,0.8175527,0.0002938057,0.004789517,0.00257335,0.0003536284,0.0003746034],"genre_scores_gemma":[0.08032817,0.0000678528,0.005690682,0.7440549,0.006976,0.001404108,0.1521108,0.0004493569,0.008918131],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3051045,"threshold_uncertainty_score":0.9998981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04120441788728958,"score_gpt":0.318230743227492,"score_spread":0.2770263253402024,"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."}}