{"id":"W7162788259","doi":"10.31579/2834-8761/093","title":"Mental Health Outcomes in Young Adults After Digital Overexposure","year":2025,"lang":"","type":"article","venue":"Clinical Endocrinology and Metabolism","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mental health; Psychological intervention; Public health; Epidemiology; Young adult; Health care; Digital health; Suicide prevention","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":[0.0004087275,0.0001654039,0.0003242274,0.000664441,0.0008768289,0.001061289,0.0002318325,0.0004687166,0.002455747],"category_scores_gemma":[0.002794932,0.0001348557,0.0005261615,0.0006424678,0.0002831533,0.0008588511,0.001362192,0.001129656,0.0003081282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007592045,"about_ca_system_score_gemma":0.0007295527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02087243,"about_ca_topic_score_gemma":0.03334066,"domain_scores_codex":[0.9997134,0.0000510639,0.00002388672,0.00003749053,0.00005936235,0.0001149283],"domain_scores_gemma":[0.9991967,0.0000689555,0.0002942622,0.0000258744,0.0001307174,0.0002836327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000948086,0.0001825768,0.9851723,0.00004650775,0.00005666374,0.0003300812,0.001364263,0.00003791416,0.0001043099,0.00009262164,0.0008982318,0.01161972],"study_design_scores_gemma":[0.000003891125,0.0001159657,0.9964241,0.00004907141,0.00002257245,0.0001974789,0.002510073,0.00004587746,0.00002812087,0.00009181922,0.0005053107,0.000005568296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951482,0.0006934137,0.00004416886,0.0006598515,0.00006644724,0.00004718532,0.0007361056,0.000004388358,0.0026003],"genre_scores_gemma":[0.9982565,0.0005349035,0.0000399409,0.0002405177,0.0000431459,0.00002264314,0.0003913171,0.000001592294,0.0004692966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02087243,"threshold_uncertainty_score":0.04150182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03881774507363251,"score_gpt":0.4409562882898479,"score_spread":0.4021385432162154,"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."}}