{"id":"W2796806385","doi":"10.3389/fpsyt.2018.00105","title":"Language Patterns Discriminate Mild Depression From Normal Sadness and Euthymic State","year":2018,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Mental Health via Writing","field":"Psychology","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Concordia University; Massachusetts General Hospital; U.S. Department of State","keywords":"Sadness; Depression (economics); Psychology; Psychiatry; Clinical psychology; Cognitive psychology; Anger","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003141704,0.0002542463,0.000195198,0.0008195251,0.0001644096,0.0003051539,0.0001132369,0.0001828552,0.001323943],"category_scores_gemma":[0.00170059,0.00008504355,0.0001468419,0.0002543055,0.0003063605,0.0001801654,0.0003108042,0.0001244237,0.0002534054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008671248,"about_ca_system_score_gemma":0.00006481879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003639865,"about_ca_topic_score_gemma":0.0007431085,"domain_scores_codex":[0.9997531,0.00007820859,0.0000586445,0.00004984918,0.00003770192,0.00002259878],"domain_scores_gemma":[0.9992471,0.0002809,0.0003042683,0.00003683323,0.0000740306,0.00005702944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001088534,0.00007208061,0.928651,0.0001670301,0.00007842578,0.001042025,0.004262981,0.00009397489,0.04393715,0.00008943379,0.0002096154,0.02030789],"study_design_scores_gemma":[0.00001410018,0.0002748527,0.9950188,0.00001251072,0.00002142933,0.002128738,0.001180612,0.0001834192,0.0009087751,0.00006481919,0.0001864013,0.00000556188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995159,0.00007577015,0.00009629112,0.000008748426,0.000002583437,0.000005651555,0.00005186903,0.000002355152,0.0002408627],"genre_scores_gemma":[0.9994857,0.00004991052,0.0001869972,0.000009409552,0.000004144333,0.000009263069,0.0001243173,0.000001468423,0.0001286471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001323943,"threshold_uncertainty_score":0.004429042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01262523922571054,"score_gpt":0.3175700966012328,"score_spread":0.3049448573755222,"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."}}