{"id":"W2589747019","doi":"10.1186/s12883-017-0803-8","title":"Anxiety, emotional processing and depression in people with multiple sclerosis","year":2017,"lang":"en","type":"article","venue":"BMC Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Alexithymia; Anxiety; Psychology; Clinical psychology; Hospital Anxiety and Depression Scale; Coping (psychology); Mood; Psychiatry; Toronto Alexithymia Scale; Depression (economics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001629591,0.000124309,0.0002607328,0.00009925953,0.0003388817,0.00004259739,0.0001196428,0.0000788797,0.00001867398],"category_scores_gemma":[0.0009284599,0.00009242038,0.00002358065,0.0000593125,0.0002634249,0.0001388365,0.0002626679,0.0002573828,0.000005541649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001291747,"about_ca_system_score_gemma":0.00007303926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001810483,"about_ca_topic_score_gemma":0.003013539,"domain_scores_codex":[0.9988757,0.00006184249,0.0001389582,0.0003884746,0.0002265343,0.0003084813],"domain_scores_gemma":[0.9992777,0.0001104552,0.00008537777,0.0003312119,0.00008950427,0.000105748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007560449,0.00008997023,0.981666,0.0001049378,0.000006255336,0.0000112858,0.0001319056,0.00001594055,0.0056114,0.00000243284,0.00007786307,0.01152592],"study_design_scores_gemma":[0.003333003,0.000205951,0.989685,0.0001151586,0.000009574737,0.00006214607,0.00001988241,0.005916833,0.000438844,0.000008348498,0.0001269094,0.00007835218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974206,0.0001754344,0.0001445934,0.001336715,0.00004511229,0.0003585103,0.000003607683,0.00002989696,0.0004854967],"genre_scores_gemma":[0.9978395,0.0002975273,0.001396878,0.0002307385,0.000103598,0.00006335493,0.000003931931,0.0000186304,0.00004589843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01144756,"threshold_uncertainty_score":0.3768794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06905243536657912,"score_gpt":0.3108206685617109,"score_spread":0.2417682331951317,"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."}}