{"id":"W2742164173","doi":"10.2196/mental.6921","title":"Peer Communication in Online Mental Health Forums for Young People: Directional and Nondirectional Support","year":2017,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":130,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Bolton","keywords":"Peer support; Mental health; Thematic analysis; Psychology; Confidentiality; The Internet; Emotional support; Internet privacy; Social support; Medical education; Qualitative research; Applied psychology; Medicine; Social psychology; World Wide Web; Psychiatry; Computer 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","sts"],"consensus_categories":[],"category_scores_codex":[0.001106284,0.0002275213,0.0003847761,0.0001924849,0.001676958,0.0001090108,0.0003168941,0.00009575068,0.0003065729],"category_scores_gemma":[0.00002710572,0.0002523101,0.0001162075,0.00009704495,0.0001577791,0.0004640021,0.0001933209,0.0002836812,0.00005506237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001103521,"about_ca_system_score_gemma":0.0002382781,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006239393,"about_ca_topic_score_gemma":0.05205675,"domain_scores_codex":[0.9974464,0.0001602021,0.0008243306,0.0004853706,0.0003875431,0.0006962149],"domain_scores_gemma":[0.9983727,0.00006636546,0.0005886544,0.0005448511,0.00007134288,0.000356138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001601242,0.009114463,0.2541485,0.000827866,0.000133877,0.000002215525,0.01833658,6.754301e-7,0.00001578287,0.04092694,0.4323873,0.2425046],"study_design_scores_gemma":[0.003787911,0.001752255,0.9074926,0.000310074,0.00000295957,0.0002017565,0.00318855,0.00008300025,0.00001099304,0.001222088,0.08169994,0.0002478891],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6628002,0.001572584,0.00007804266,0.2963326,0.007699731,0.007546566,0.008297441,0.0002149256,0.0154579],"genre_scores_gemma":[0.9726477,0.00009015902,0.001283498,0.001653903,0.000135538,0.0009250739,0.00363685,0.00004654593,0.01958075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6533441,"threshold_uncertainty_score":0.9999929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04905806066466986,"score_gpt":0.4636798611735258,"score_spread":0.4146218005088559,"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."}}