{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0002916162,0.0003183135,0.0004671648,0.0002490506,0.0016916,0.0002074622,0.0002601125,0.0003667157,0.00002002758],"category_scores_gemma":[0.00003608377,0.0002725035,0.00003422614,0.0001634007,0.002203938,0.0002722502,0.0004926494,0.0003952957,6.155902e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000605875,"about_ca_system_score_gemma":0.00003186173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007724169,"about_ca_topic_score_gemma":0.0008944889,"domain_scores_codex":[0.9982456,0.00007178934,0.0002883148,0.0005761099,0.0002307278,0.0005874628],"domain_scores_gemma":[0.9994699,0.00001658524,0.0001672103,0.0001976047,0.00003647938,0.0001122216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001669053,0.0001947322,0.8902507,0.000102758,0.00001505337,0.000007615592,0.04650321,4.827464e-9,0.001950068,0.0007486937,0.002523943,0.05768654],"study_design_scores_gemma":[0.001040878,0.0003388133,0.6474154,0.0003197678,0.00003767286,0.00002789507,0.3435964,0.000005917092,0.001843156,0.000345958,0.004450187,0.0005779861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879088,0.005209625,8.815372e-7,0.005242953,0.0001285809,0.0007235145,0.00005464123,0.0006724877,0.00005850806],"genre_scores_gemma":[0.9962499,0.003026361,0.0001833306,0.00009247427,0.00004372431,0.00004775722,0.00001260639,0.00002347304,0.000320364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2970932,"threshold_uncertainty_score":0.9999727,"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."}}