{"id":"W2106505062","doi":"10.1177/1352458507078393","title":"Deterioration in the health-related quality of life of persons with multiple sclerosis: the possible warning signs","year":2007,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Toronto Western Hospital; Cameco (Canada); Provincial Laboratory of Public Health; University of Saskatchewan; University of Alberta","funders":"","keywords":"Mental health; Medicine; Quality of life (healthcare); Psychological intervention; Depression (economics); Population; Beck Depression Inventory; Intrusiveness; Psychiatry; Expanded Disability Status Scale; Multiple sclerosis; Clinical psychology; Gerontology; Psychology; Anxiety; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008439011,0.0001937029,0.0004102177,0.0006010074,0.0002022571,0.0004707055,0.0001794686,0.0004700545,0.0009420616],"category_scores_gemma":[0.003687294,0.0001539186,0.000218895,0.000672457,0.0001828848,0.0005960561,0.0004527805,0.0009577815,0.0001320848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003088591,"about_ca_system_score_gemma":0.0002848067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003650101,"about_ca_topic_score_gemma":0.008515638,"domain_scores_codex":[0.999699,0.0001037161,0.00003962648,0.00002598238,0.0000931406,0.00003847939],"domain_scores_gemma":[0.9985951,0.0003656819,0.0006257441,0.00004908443,0.0001595543,0.0002047925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001230866,0.00003248809,0.9942457,0.0000327413,0.00002286834,0.00006713589,0.00006118934,0.00003006827,0.0001532822,0.00001426226,0.0002481039,0.004969145],"study_design_scores_gemma":[0.000005020456,0.00008099438,0.9994017,0.000009206685,0.00000963067,0.0001377614,0.00006971526,0.0001223103,0.00004078615,0.00002097894,0.00009968162,0.000002248831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971992,0.0009473353,0.0001072902,0.0006617928,0.00001068634,0.00001174475,0.0006239749,0.000007927457,0.0004299176],"genre_scores_gemma":[0.999042,0.0002273279,0.0001902292,0.00008256425,0.00001284444,0.000007284195,0.0003322621,8.425002e-7,0.0001047274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003650101,"threshold_uncertainty_score":0.0072577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2044290835677103,"score_gpt":0.3482621397014887,"score_spread":0.1438330561337785,"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."}}