{"id":"W7133198964","doi":"10.15173/mujph.v2i1.3768","title":"Technology and Mental Health in Youth in North America","year":2024,"lang":"","type":"article","venue":"McMaster University Journal of Public Health","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Mental health; Addiction; Public health; The Internet; Population; Health technology; Physical health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003260972,0.0002592608,0.0008138189,0.004979199,0.000479756,0.0001754402,0.0008135831,0.0002970214,0.0001713516],"category_scores_gemma":[0.0001266413,0.0002865284,0.0001065047,0.006081352,0.001087251,0.001271582,0.0003331223,0.001809902,0.00001281576],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003964677,"about_ca_system_score_gemma":0.004909467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002637079,"about_ca_topic_score_gemma":0.0157991,"domain_scores_codex":[0.9957134,0.001106181,0.0009127097,0.00041016,0.0005059585,0.001351567],"domain_scores_gemma":[0.9981842,0.00005077291,0.0007217738,0.000167303,0.00009830189,0.0007776268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006198663,0.0005088742,0.2124174,0.0001970967,0.00006769357,0.0002399113,0.09441011,0.000002624244,8.847004e-7,0.001068057,0.002092147,0.6889332],"study_design_scores_gemma":[0.003686845,0.002275728,0.07892869,0.001575435,0.00001710815,0.0001211911,0.5330468,0.0002416788,5.940303e-7,0.0002393437,0.3794118,0.0004547807],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5780658,0.006535897,0.0004102011,0.4127438,0.0008006344,0.0004238228,0.000116667,0.00005764806,0.0008455243],"genre_scores_gemma":[0.9838228,0.01362228,0.0003865859,0.00142717,0.00006388639,6.380329e-8,0.000004531376,0.00001716258,0.0006555117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6884784,"threshold_uncertainty_score":0.9999587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03230120638847186,"score_gpt":0.2910484237113737,"score_spread":0.2587472173229018,"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."}}