{"id":"W4411803212","doi":"10.1136/bmj.r1351","title":"Quarter of young adults in England have a mental health condition, data suggest","year":2025,"lang":"en","type":"article","venue":"BMJ","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Mental health; Data science; Medicine; Computer science; Psychiatry; History; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.001002133,0.00009246742,0.0002675647,0.0001224138,0.0002273482,0.000003146465,0.0002032,0.00008148681,0.0001636546],"category_scores_gemma":[0.0001053834,0.00008294633,0.00002040108,0.0001422952,0.00003162234,0.00008767284,0.0001395568,0.0003563232,0.00003766603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001225329,"about_ca_system_score_gemma":0.000739527,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003006243,"about_ca_topic_score_gemma":0.0250215,"domain_scores_codex":[0.9981384,0.000392524,0.000726809,0.0002606357,0.0001404601,0.0003411847],"domain_scores_gemma":[0.998984,0.0001346356,0.0002277931,0.0005228642,0.0000456854,0.00008504563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001901457,0.0002194134,0.5847527,0.0009987527,0.000009831365,0.000002375555,0.01258769,3.197036e-7,0.00001102946,0.001075952,0.3982691,0.00188261],"study_design_scores_gemma":[0.005785198,0.00008248793,0.8957741,0.004480057,0.000004651164,0.000002024589,0.01002299,0.0003786851,0.000006456444,0.000213505,0.08313625,0.0001136634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8870875,0.0007422242,0.0000803803,0.09363983,0.001969608,0.003721669,0.001920188,0.00007003703,0.01076854],"genre_scores_gemma":[0.9934911,0.0001431196,0.00009155287,0.004175294,0.0002667361,0.000009397065,0.001041689,0.000007796558,0.0007732862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3151329,"threshold_uncertainty_score":0.9927693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04049944717901146,"score_gpt":0.4344630249244284,"score_spread":0.393963577745417,"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."}}