{"id":"W2091145027","doi":"10.1038/ncpneuro0528","title":"Are anxiety disorders undertreated in patients with multiple sclerosis?","year":2007,"lang":"en","type":"letter","venue":"Nature Clinical Practice Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Movement Disorders","funders":"","keywords":"Anxiety; Multiple sclerosis; Medicine; Psychiatry; Clinical psychology; Psychology","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001587394,0.0007614763,0.001772867,0.0005367554,0.000143082,0.00004004731,0.0004679245,0.006807509,0.00008006912],"category_scores_gemma":[0.06604531,0.000572098,0.0003688421,0.0008174835,0.0009039834,0.0002630643,0.0003601164,0.03502812,0.0001013396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001347187,"about_ca_system_score_gemma":0.0002110931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001114525,"about_ca_topic_score_gemma":0.0008561851,"domain_scores_codex":[0.992033,0.00181683,0.001363523,0.001857669,0.001595454,0.00133355],"domain_scores_gemma":[0.9767781,0.01928883,0.001419163,0.001249768,0.0009761865,0.00028791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007732173,0.001230553,0.5528566,0.0001073418,0.0003023571,0.0005895817,0.00001008674,0.000002300672,7.950228e-7,4.126464e-7,0.4331931,0.003974754],"study_design_scores_gemma":[0.007170967,0.001524199,0.5295273,0.000102197,0.0001885751,0.00001090344,0.000008861519,0.00001716117,5.264259e-7,0.000003831581,0.4612025,0.0002429558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09052362,0.0005811428,0.000009667897,0.9027922,0.001268173,0.00248492,0.00008032641,0.0001669679,0.002092986],"genre_scores_gemma":[0.1938411,0.00226027,0.000520874,0.8005486,0.00202404,0.00006442398,0.0004325156,0.0001650362,0.0001432107],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1033174,"threshold_uncertainty_score":0.9996731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06909195782937186,"score_gpt":0.3841418013409353,"score_spread":0.3150498435115634,"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."}}