{"id":"W2766713775","doi":"10.2196/mental.7797","title":"Stopping Antidepressants and Anxiolytics as Major Concerns Reported in Online Health Communities: A Text Mining Approach","year":2017,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mental Health via Writing","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Paroxetine; Escitalopram; Venlafaxine; The Internet; Psychiatry; Population; Antidepressant; Medical prescription; Social media; Medicine; Psychology; Anxiety; Computer science; Pharmacology; World Wide Web","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":[0.002759699,0.0004111073,0.0004515722,0.01098242,0.0007225637,0.00140045,0.0005537141,0.0007191412,0.001185664],"category_scores_gemma":[0.009711447,0.0001743323,0.0006263894,0.005112063,0.0003331199,0.00132441,0.0009872128,0.0004601754,0.0003040991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005353107,"about_ca_system_score_gemma":0.0005718068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001485712,"about_ca_topic_score_gemma":0.002847255,"domain_scores_codex":[0.9984103,0.0006273281,0.0002874161,0.0003197461,0.0002670244,0.00008808923],"domain_scores_gemma":[0.9832855,0.01181973,0.003130233,0.0003015095,0.00107794,0.0003851353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001015562,0.001610112,0.6020607,0.002162319,0.0003668438,0.002031146,0.01712924,0.001748959,0.0144352,0.0006855503,0.003657569,0.3530969],"study_design_scores_gemma":[0.0001196766,0.001025844,0.8828465,0.0006991557,0.0005452377,0.003695945,0.02813381,0.06157884,0.007164749,0.003185533,0.01086454,0.0001401312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832714,0.0007448587,0.009516651,0.0004395702,0.00004093958,0.0007487252,0.003453651,0.0001462292,0.001637943],"genre_scores_gemma":[0.9588833,0.0004804275,0.03404988,0.0001326369,0.0001158725,0.0009085942,0.004417265,0.00002118341,0.0009908548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01098242,"threshold_uncertainty_score":0.01459485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1515706763820072,"score_gpt":0.4773220273743656,"score_spread":0.3257513509923585,"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."}}