{"id":"W4410352686","doi":"10.1016/s2215-0366(25)00101-4","title":"Adolescent mental health measures","year":2025,"lang":"en","type":"letter","venue":"The Lancet Psychiatry","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Mental health; MEDLINE; Data science; Psychology; Psychiatry; Medicine; Computer science; Political science","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004719029,0.0004855336,0.0007330893,0.0001190362,0.0005642624,0.00007900228,0.0009792644,0.0004774593,0.0008141082],"category_scores_gemma":[0.000005529305,0.0003343722,0.000357692,0.0002591988,0.0001194002,0.00002568363,0.0001084129,0.002606475,0.0007520816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499677,"about_ca_system_score_gemma":0.0004935656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008163693,"about_ca_topic_score_gemma":0.00005104921,"domain_scores_codex":[0.9968836,0.0003866313,0.0005564406,0.0006692118,0.0005738839,0.0009301928],"domain_scores_gemma":[0.9986914,0.00003607072,0.0003007321,0.0008501954,0.000042027,0.00007953287],"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":[0.00008560473,0.000184773,0.001729008,0.0003452444,0.0003041178,0.000005546523,0.000578391,1.754205e-7,1.644005e-7,0.004520134,0.9832754,0.008971445],"study_design_scores_gemma":[0.0008634042,0.00003326091,0.03011779,0.001226895,0.00003009916,0.00001770009,0.0001291181,2.272503e-7,1.374399e-7,0.003190287,0.9640411,0.0003500104],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00002929081,0.008667625,0.00004817138,0.9034047,0.03188293,0.0006308936,0.0003536314,0.0001742228,0.05480859],"genre_scores_gemma":[0.0002094393,0.001092445,0.0001241514,0.9127911,0.04051234,0.00004068669,0.0006858704,0.0000440544,0.04449993],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02838878,"threshold_uncertainty_score":0.9999108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03802490459281723,"score_gpt":0.3129648563913994,"score_spread":0.2749399517985822,"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."}}