{"id":"W3215118496","doi":"10.2196/32758","title":"Social Media–Driven Routes to Positive Mental Health Among Youth: Qualitative Enquiry and Concept Mapping Study","year":2021,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Mental Health via Writing","field":"Psychology","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Qualitative research; Psychology; Thematic analysis; Nonprobability sampling; Social media; Social psychology; Snowball sampling; Focus group; Social capital; Developmental psychology; Sociology; Medicine; Social science; Population; Psychiatry; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008523486,0.0002277795,0.0004178541,0.0001561042,0.0007885532,0.000111569,0.00008734681,0.00009172688,0.00006365155],"category_scores_gemma":[0.00011243,0.0002563632,0.00004910156,0.0004285534,0.00008091293,0.0001200936,0.0002741454,0.0002971902,0.00001024319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009454243,"about_ca_system_score_gemma":0.00007492527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004581338,"about_ca_topic_score_gemma":0.0002787556,"domain_scores_codex":[0.9970182,0.0008092695,0.0006185345,0.0006303467,0.000314894,0.0006087188],"domain_scores_gemma":[0.9984515,0.0006842038,0.0003298094,0.0001185563,0.000100294,0.0003155929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001916348,0.0001824575,0.2455399,0.00006318337,0.00003238675,0.00002434013,0.7486854,1.900959e-7,0.000008554567,0.0002786034,0.000733658,0.004432186],"study_design_scores_gemma":[0.0008832952,0.0001562919,0.3638701,0.00005067578,0.00001914657,0.000005883047,0.6347121,0.00001222477,0.00000415212,0.00003658098,0.00004258399,0.0002069346],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954526,0.001250242,0.00007831535,0.0006319439,0.0006269206,0.0009942668,0.0003407877,0.00004961998,0.0005753351],"genre_scores_gemma":[0.997762,0.00002955925,0.0003253254,0.0004549563,0.0009815083,0.00008784333,0.000228348,0.00003148584,0.00009894013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1183303,"threshold_uncertainty_score":0.9999889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09968345420463574,"score_gpt":0.4349452449187109,"score_spread":0.3352617907140751,"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."}}