{"id":"W2108411685","doi":"10.1017/s1092852900022720","title":"The Clinical Neuropsychiatry of Multiple Sclerosis","year":2005,"lang":"en","type":"article","venue":"CNS Spectrums","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Depression (economics); Mood; Cognition; Affect (linguistics); Feeling; Multiple sclerosis; Neuropsychiatry; Psychology; Mood disorders; Psychiatry; Clinical psychology; Medicine; Quality of life (healthcare); Anxiety; Psychotherapist","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":[],"consensus_categories":[],"category_scores_codex":[0.000639819,0.000142739,0.0003505118,0.00005894088,0.0002303509,0.00001970471,0.0002472104,0.00006800875,0.000132299],"category_scores_gemma":[0.001522298,0.00008843324,0.000268883,0.0002408294,0.0005169474,0.00006738523,0.0001578498,0.000403128,0.0001985134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004349607,"about_ca_system_score_gemma":0.0000949879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002941027,"about_ca_topic_score_gemma":0.0001956772,"domain_scores_codex":[0.9981549,0.0001108829,0.0005628712,0.0002914486,0.0004603795,0.0004195407],"domain_scores_gemma":[0.9981958,0.0007151713,0.0001200952,0.0006736548,0.0001121772,0.0001831465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007581323,0.0009047191,0.710008,0.00006558055,0.0003282198,0.000004812098,0.0001619591,0.00001856843,0.01798996,0.001267663,0.05061778,0.2178746],"study_design_scores_gemma":[0.001953801,0.0003650164,0.9253117,0.00006445075,0.00003547181,0.000005752539,0.0001226165,0.00087658,0.003003191,0.00003223433,0.06813857,0.00009061262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608562,0.001508216,0.00005916508,0.02528008,0.0005145665,0.0005960434,0.00001294127,0.00009255163,0.01108023],"genre_scores_gemma":[0.9918041,0.004210686,0.001483777,0.0004765131,0.001088922,0.00002141419,0.000002673249,0.00002712204,0.0008847967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.217784,"threshold_uncertainty_score":0.3606203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1136218225898514,"score_gpt":0.3651144099745597,"score_spread":0.2514925873847083,"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."}}