{"id":"W2910080641","doi":"10.2196/11084","title":"Social Connection and Online Engagement: Insights From Interviews With Users of a Mental Health Online Forum","year":2019,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Mental Health Commission; Mental Health Commission","keywords":"Mental health; Thematic analysis; Social media; Perspective (graphical); Peer support; Online discussion; Mental illness; Psychology; Qualitative research; Social isolation; Public relations; Internet privacy; Medical education; Sociology; Medicine; World Wide Web; Computer science; Political science; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01309145,0.0008639561,0.0007227961,0.002182265,0.01010865,0.005220646,0.00149074,0.002498653,0.002772811],"category_scores_gemma":[0.02755562,0.0006399266,0.0005046492,0.001693083,0.009475875,0.008826732,0.007247148,0.003122666,0.000357701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002292292,"about_ca_system_score_gemma":0.002171452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003256318,"about_ca_topic_score_gemma":0.004844499,"domain_scores_codex":[0.9872478,0.01023017,0.0003106138,0.000440998,0.0006731269,0.001097218],"domain_scores_gemma":[0.9513692,0.04227088,0.001909644,0.000595341,0.001253968,0.00260095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002592546,0.0000262396,0.001489679,0.00006070101,0.000002522483,0.0005334822,0.9942145,0.00001920946,0.0003305402,0.0004908986,0.0002523299,0.002554064],"study_design_scores_gemma":[0.000005496604,0.00006171196,0.001759202,0.0001339233,0.000004489232,0.0003430328,0.9897216,0.0001208931,0.0001686131,0.0003891321,0.00727751,0.0000143497],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850562,0.0007787038,0.003722063,0.002173436,0.0001153489,0.0002050259,0.0001545777,0.00003664615,0.007758019],"genre_scores_gemma":[0.9959475,0.0005812022,0.001177909,0.0004269322,0.00006542791,0.0001882069,0.0000520081,0.00003282119,0.001527966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01309145,"threshold_uncertainty_score":0.06923503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.34646716735636,"score_gpt":0.5174129055908191,"score_spread":0.1709457382344591,"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."}}