{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007240602,0.0007637357,0.001315271,0.001390445,0.005414424,0.003029265,0.002162042,0.03149892,0.02034374],"category_scores_gemma":[0.04027005,0.0008893649,0.001855019,0.001014633,0.00204352,0.002369778,0.003716947,0.03418948,0.01107059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004959529,"about_ca_system_score_gemma":0.01308235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04048627,"about_ca_topic_score_gemma":0.125556,"domain_scores_codex":[0.991264,0.002348874,0.001228182,0.0007380855,0.002609792,0.001811056],"domain_scores_gemma":[0.9683604,0.01140405,0.001897686,0.001187795,0.00722137,0.00992866],"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":[0.00001600887,0.00002771956,0.001812898,0.00005322721,0.000008796417,0.0003099836,0.0000970574,0.00001740759,0.00005326281,0.003047887,0.9816021,0.01295366],"study_design_scores_gemma":[0.0001671241,0.0000764056,0.01558266,0.001542974,0.00004797033,0.0007069379,0.000617925,0.000179733,0.0002090903,0.007872058,0.9729446,0.00005244468],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005167536,0.00176837,0.000111658,0.9606478,0.02272037,0.00005349609,0.0004683633,0.00003236383,0.0136808],"genre_scores_gemma":[0.003545741,0.0009414387,0.0003112338,0.9585063,0.01511315,0.0002139382,0.0002481845,0.00002540481,0.02109456],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04048627,"threshold_uncertainty_score":0.08050126,"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."}}