{"id":"W2114836419","doi":"10.1186/1471-244x-3-19","title":"Cross-sectional survey of users of Internet depression communities","year":2003,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research; University of Toronto","funders":"","keywords":"The Internet; Depression (economics); Intervention (counseling); Psychiatry; Cross-sectional study; Medicine; Mental health; Psychology; Internet privacy; Family medicine; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005373074,0.0001035364,0.0001761726,0.0001149511,0.00004030802,0.00001329649,0.0002418938,0.0001020108,0.001831533],"category_scores_gemma":[0.00005079933,0.0001035871,0.0001246416,0.0001593578,0.0001791625,0.00009410957,0.00004355393,0.0001409103,0.00008200577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002391895,"about_ca_system_score_gemma":0.00007268068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003255396,"about_ca_topic_score_gemma":0.003841106,"domain_scores_codex":[0.9985167,0.0003923685,0.0006207605,0.0001388838,0.0001536824,0.0001776069],"domain_scores_gemma":[0.9990109,0.000140326,0.000283615,0.0004007723,0.0001052942,0.00005904526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002060867,0.000753279,0.9775196,0.0001486068,0.00003872082,4.227922e-8,0.0001435711,0.00000621833,0.000002830341,0.01941615,0.001655903,0.0001090139],"study_design_scores_gemma":[0.0007154025,0.0002176116,0.9968024,0.0001063486,0.000003517206,0.00001292409,0.0003008246,0.000004495433,0.0001572531,0.001356622,0.0002431023,0.00007951439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548652,0.0004826832,0.0004695946,0.000005272633,0.005288848,0.0001437702,0.0002207353,0.00002313585,0.03850077],"genre_scores_gemma":[0.9958715,8.543581e-7,0.001003831,0.00004403333,0.00001827129,0.00002044632,0.00006528354,0.0000180464,0.002957695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04100636,"threshold_uncertainty_score":0.999081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09925439834489228,"score_gpt":0.4137897433181211,"score_spread":0.3145353449732289,"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."}}