{"id":"W2759390074","doi":"10.2196/resprot.8397","title":"Influence of Information and Communication Technologies on the Resilience and Coping of Sexual and Gender Minority Youth in the United States and Canada (Project #Queery): Mixed Methods Survey","year":2017,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Sexual minority; Psychology; Population; Social psychology; Applied psychology; Sexual orientation; Sociology; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006410878,0.00007469237,0.0001321964,0.0002037747,0.000445976,0.0001186814,0.0004603252,0.000085172,6.739218e-7],"category_scores_gemma":[0.001893653,0.00004719829,0.000002946442,0.0002127104,0.001050685,0.0002238896,0.0003063521,0.0004117266,1.137939e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002638114,"about_ca_system_score_gemma":0.0002397767,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8628433,"about_ca_topic_score_gemma":0.3851176,"domain_scores_codex":[0.9966281,0.002527765,0.000257047,0.0001282993,0.0002495571,0.0002092075],"domain_scores_gemma":[0.9969643,0.001899013,0.0002059118,0.0006831231,0.0002229863,0.00002470255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002578214,0.00004657464,0.9733194,0.002124312,0.00001077526,5.615058e-7,0.0110814,0.000003734816,0.00006775064,0.003129585,0.0013681,0.008590035],"study_design_scores_gemma":[0.0003929752,0.000260415,0.9909203,0.00007186141,0.000002053813,0.000001475883,0.006958502,0.00004917631,0.00006251383,0.0009262684,0.0003071742,0.00004729593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9466615,0.00003260948,0.000004815877,0.0008324795,0.000001887853,0.05218342,0.00005519463,0.00000580312,0.0002222536],"genre_scores_gemma":[0.943527,0.000153398,0.0001143613,0.00005217768,0.000003461712,0.05612061,0.00001089358,0.000003367727,0.00001467687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4777257,"threshold_uncertainty_score":0.6261024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3890282760473294,"score_gpt":0.6012819627952125,"score_spread":0.2122536867478831,"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."}}