{"id":"W4391879793","doi":"10.1186/s12889-024-17963-7","title":"Associations between problem technology use, life stress, and self-esteem among high school students","year":2024,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Centre for Addiction and Mental Health; Children's Hospital of Eastern Ontario; Public Health Ontario; University of Toronto; Carleton University","funders":"CHEO Research Institute","keywords":"Biostatistics; Medicine; Socioeconomic status; Demography; Public health; Perceived Stress Scale; Odds; Odds ratio; Ordered logit; Logistic regression; Epidemiology; Gerontology; Cross-sectional study; Mental health; Environmental health; Psychiatry; Stress (linguistics); Population","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0004564051,0.0001919901,0.0002461589,0.0009158092,0.0007020918,0.0009686586,0.0003561725,0.0003717586,0.001464426],"category_scores_gemma":[0.001545171,0.0001755975,0.0002978877,0.0008785789,0.0005250303,0.0002261112,0.0004845792,0.0005359041,0.0001210806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001263403,"about_ca_system_score_gemma":0.001187034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1887511,"about_ca_topic_score_gemma":0.2793598,"domain_scores_codex":[0.9997072,0.00003757893,0.00002402626,0.00003415419,0.0001133731,0.0000836254],"domain_scores_gemma":[0.9982071,0.0001471084,0.0006668419,0.00005454002,0.0003279415,0.0005964031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006108667,0.00002028553,0.9994121,0.00000358583,0.000008826051,0.00000875917,0.0001039463,0.000004210635,0.0000273812,0.000004414408,0.00003797614,0.0003624934],"study_design_scores_gemma":[5.098997e-7,0.00000748234,0.9997295,0.000002722879,0.00000275833,0.000006653205,0.0001915106,0.00001436973,0.000004840711,0.000002406382,0.00003675607,6.117869e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993181,0.00009776109,0.000009248964,0.00004967865,0.000002139885,0.00000553652,0.0001525763,0.00000108328,0.0003639817],"genre_scores_gemma":[0.9996252,0.00007551317,0.00001597191,0.00001273195,0.000002412042,0.000004217872,0.0001470144,4.95691e-7,0.0001164597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1887511,"threshold_uncertainty_score":0.375305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04008405317988466,"score_gpt":0.3590458565698771,"score_spread":0.3189618033899924,"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."}}