{"id":"W2148230714","doi":"10.1191/1352458504ms1061oa","title":"Has your patient's multiple sclerosis lesion burden or brain atrophy actually changed?","year":2004,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institutes of Health; National Cancer Institute; National Center for Research Resources; National Institute of Neurological Disorders and Stroke; National Institute of Mental Health; National Institute on Aging","keywords":"Multiple sclerosis; Atrophy; Magnetic resonance imaging; Medicine; Lesion; Brain size; Central nervous system disease; Brain tissue; Nuclear medicine; Radiology; Pathology; Internal medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003517569,0.0002048187,0.0006636796,0.0004204608,0.0002745955,0.000650837,0.0002470703,0.0007814305,0.0009412128],"category_scores_gemma":[0.02215992,0.00008955073,0.0003873518,0.0005377618,0.0007077196,0.0006591002,0.0002882871,0.0005596002,0.0002743437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002714086,"about_ca_system_score_gemma":0.0001659046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007932463,"about_ca_topic_score_gemma":0.001301458,"domain_scores_codex":[0.9981769,0.0008211228,0.0002349128,0.0002941276,0.0003660065,0.0001069649],"domain_scores_gemma":[0.9859641,0.008126128,0.003969206,0.0005977296,0.001129762,0.0002131328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004991863,0.00004820913,0.954693,0.0001360328,0.0002373998,0.000806753,0.0003687833,0.0003658616,0.0013699,0.0002135094,0.0006166159,0.04064475],"study_design_scores_gemma":[0.00003299381,0.00101082,0.9802389,0.0000699976,0.0003012606,0.008671066,0.0006752124,0.002340038,0.002646973,0.000866075,0.003106644,0.0000399499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926769,0.001397579,0.00190994,0.001828539,0.00008112629,0.00001740273,0.0002740154,0.00003315345,0.001781367],"genre_scores_gemma":[0.9984804,0.0003047091,0.0007035366,0.0002410215,0.00005500255,0.00000782085,0.0000927252,0.000004127104,0.0001107083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003517569,"threshold_uncertainty_score":0.01860291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2671658653315179,"score_gpt":0.324011680754471,"score_spread":0.05684581542295308,"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."}}