{"id":"W2079451064","doi":"10.1159/000289150","title":"Depression in Multiple Sclerosis","year":2010,"lang":"en","type":"review","venue":"Psychotherapy and Psychosomatics","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Depression (economics); Psychosocial; Psychiatry; Etiology; Medicine; MEDLINE; Systematic review; Epidemiology; Randomized controlled trial; Comorbidity; Multiple sclerosis; Psychology; Clinical psychology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003902738,0.0005874781,0.002057318,0.0005130688,0.0001288948,0.00006268782,0.0002371104,0.0006894178,0.0001690604],"category_scores_gemma":[0.0000972732,0.0004216994,0.0003615903,0.0005184619,0.0001972634,0.00006617252,0.00002502366,0.001288598,0.00006157709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004047048,"about_ca_system_score_gemma":0.00008377271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001664277,"about_ca_topic_score_gemma":0.00008876887,"domain_scores_codex":[0.997327,0.0001584934,0.0008818847,0.0006794634,0.0004399691,0.0005131682],"domain_scores_gemma":[0.9979524,0.0005855762,0.0002717403,0.0008579225,0.0000558153,0.0002765144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007500879,0.0003708491,0.003099364,0.009824023,0.0001485434,0.000004860037,0.0003284242,2.158136e-8,0.00003999039,0.000009758515,0.001014953,0.9850842],"study_design_scores_gemma":[0.002400049,0.0001015358,0.004228701,0.03616409,0.0001339764,0.00003472407,0.000017479,0.00004766387,0.000002669015,0.0001167378,0.9563677,0.0003846562],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005031175,0.9951349,0.00008567426,0.0001439179,0.000451442,0.002125133,0.00004321885,0.00007490171,0.001437625],"genre_scores_gemma":[0.00004162111,0.993888,0.004701262,0.000165092,0.0003252405,0.000466766,0.00004043827,0.0001241324,0.0002474885],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9846995,"threshold_uncertainty_score":0.9998235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1825721660274898,"score_gpt":0.4039039922438206,"score_spread":0.2213318262163308,"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."}}