{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007818431,0.000185609,0.0002966399,0.000711568,0.0007668074,0.0009586544,0.0002953621,0.001338819,0.04201868],"category_scores_gemma":[0.00375363,0.000245023,0.0005860209,0.0009036203,0.0003955097,0.001596452,0.00103595,0.00124001,0.004265358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008423261,"about_ca_system_score_gemma":0.002799554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1379496,"about_ca_topic_score_gemma":0.3026587,"domain_scores_codex":[0.9993493,0.00009444338,0.00007616058,0.00007911988,0.0001531343,0.00024796],"domain_scores_gemma":[0.9966376,0.0005657301,0.0006787955,0.0001113952,0.0006793797,0.001327179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001758347,0.0001390153,0.8698934,0.0009857619,0.00005745039,0.0008432521,0.003515441,0.0000744201,0.000709489,0.001220196,0.06250195,0.0598838],"study_design_scores_gemma":[0.00002923357,0.00008302479,0.9315707,0.0005402464,0.0000530723,0.000490969,0.01213682,0.00008051191,0.0001753309,0.0003572015,0.05446731,0.00001554449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7978207,0.01508698,0.0005942425,0.07418115,0.003485292,0.0002245472,0.01404378,0.0001345584,0.09442864],"genre_scores_gemma":[0.8972313,0.01154494,0.0007655244,0.03331369,0.0006851061,0.0001947047,0.003307828,0.00004372238,0.05291324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1379496,"threshold_uncertainty_score":0.2742934,"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."}}