{"id":"W2972887391","doi":"10.1002/hbe2.172","title":"Who might flourish and who might languish? Adolescent social and mental health profiles and their online experiences and behaviors","year":2019,"lang":"en","type":"article","venue":"Human Behavior and Emerging Technologies","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Wilfrid Laurier University","funders":"Institute of Human Development, Child and Youth Health; Health Research","keywords":"Mental health; Psychology; Psychotherapist; Developmental psychology; Clinical psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008113984,0.000126374,0.0001788205,0.0006191417,0.0004624041,0.001511204,0.0001611838,0.0003336113,0.0008287415],"category_scores_gemma":[0.002569349,0.0001610871,0.0002768982,0.0003223861,0.0003610866,0.001026572,0.0007074855,0.0006921616,0.0001433265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002590214,"about_ca_system_score_gemma":0.0002840932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003008493,"about_ca_topic_score_gemma":0.00741706,"domain_scores_codex":[0.9997075,0.0001021477,0.00002986601,0.00002697191,0.00005232238,0.00008112904],"domain_scores_gemma":[0.9988601,0.0002407169,0.0004390196,0.00004323795,0.0001107976,0.0003062177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002207,0.00006035031,0.9896448,0.000009394976,0.00001286504,0.00007263223,0.004453414,0.00001592698,0.0001721844,0.0001059751,0.00006117746,0.005369125],"study_design_scores_gemma":[0.000001768145,0.00007086378,0.9784567,0.00003251796,0.00001523217,0.0002412158,0.02018951,0.0002374551,0.0001220611,0.0001385208,0.0004880968,0.000005989286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995216,0.00005667069,0.00003479201,0.00006824124,0.000001721068,0.000005083594,0.00002467337,7.957237e-7,0.0002864648],"genre_scores_gemma":[0.9997067,0.00009957654,0.00004755741,0.00001855473,0.000001584115,0.000004859027,0.00002670707,5.133631e-7,0.00009405247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003008493,"threshold_uncertainty_score":0.005981922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0275586511640469,"score_gpt":0.340217183025941,"score_spread":0.3126585318618941,"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."}}