{"id":"W2888129663","doi":"10.2196/10726","title":"Identifying the Underlying Factors Associated With Patients’ Attitudes Toward Antidepressants: Qualitative and Quantitative Analysis of Patient Drug Reviews","year":2018,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Escitalopram; Medicine; Sertraline; Drug; Duloxetine; Venlafaxine; Psychiatry; Clinical psychology; Multinomial logistic regression; Health care; Family medicine; Alternative medicine; Psychology; Anxiety; Antidepressant","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":[0.01762862,0.0002891278,0.0005104795,0.002803785,0.001389959,0.001346117,0.0007169265,0.000677996,0.001513484],"category_scores_gemma":[0.05333203,0.0002879688,0.0004284234,0.002457552,0.001621016,0.001240305,0.001838689,0.0007481791,0.0002125539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003229357,"about_ca_system_score_gemma":0.003225946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004576457,"about_ca_topic_score_gemma":0.006913391,"domain_scores_codex":[0.9816074,0.01377061,0.001195557,0.0009205224,0.001719333,0.0007865611],"domain_scores_gemma":[0.9328744,0.05181579,0.006796876,0.001182041,0.006228441,0.001102545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004673785,0.000736964,0.3122095,0.002105771,0.0001184293,0.0007063148,0.6084461,0.0005739935,0.005057409,0.001968061,0.004959687,0.06265036],"study_design_scores_gemma":[0.0001244096,0.000658044,0.3525763,0.0009632678,0.00008873915,0.0004334903,0.6182286,0.003955884,0.003093106,0.001644499,0.01807943,0.0001542849],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909725,0.0001517768,0.003664541,0.0008473859,0.00001583254,0.001228897,0.001742612,0.00001664381,0.001359786],"genre_scores_gemma":[0.9872634,0.0001644683,0.006677317,0.0004928094,0.00001503906,0.003950207,0.0009144212,0.0000109791,0.0005113286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01762862,"threshold_uncertainty_score":0.09323019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2156777728065792,"score_gpt":0.5097246910529574,"score_spread":0.2940469182463782,"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."}}