{"id":"W2790022230","doi":"10.1002/acn3.534","title":"Brain atrophy and disability worsening in primary progressive multiple sclerosis: insights from the <scp>INFORMS</scp> study","year":2018,"lang":"en","type":"article","venue":"Annals of Clinical and Translational Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Novartis Pharma; University College London Hospitals NHS Foundation Trust","keywords":"Medicine; Atrophy; Brain size; Magnetic resonance imaging; Multiple sclerosis; Lesion; Hazard ratio; Internal medicine; Surgery; Radiology; Confidence interval; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007711208,0.0001492895,0.0005649852,0.00004392385,0.000129313,0.0000129176,0.0001043022,0.0001245516,0.000008397992],"category_scores_gemma":[0.003116881,0.00009189388,0.0001040543,0.0001602658,0.002218948,0.000112697,0.0001084235,0.0004569259,0.000002388306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":5.68677e-7,"about_ca_system_score_gemma":0.00005384769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001176483,"about_ca_topic_score_gemma":0.0004878817,"domain_scores_codex":[0.9977187,0.0004529858,0.0008201826,0.0004274089,0.0003443329,0.0002363891],"domain_scores_gemma":[0.9891556,0.01015994,0.0001462299,0.0002151592,0.0001894794,0.0001336081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009336365,0.0007090002,0.9745159,0.00002196161,0.0001336037,0.000007412613,0.001429639,0.000002349867,0.0001009607,0.00004070345,0.0001239552,0.02198085],"study_design_scores_gemma":[0.003939555,0.001745608,0.9916423,0.0000427485,0.00002463322,0.000001823882,0.0001266229,0.0005169412,0.00003402665,0.001115274,0.0007777336,0.00003271357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983169,0.0009171757,0.000008127575,0.0148405,0.00006197296,0.0008009383,0.00003429662,0.00001393875,0.000154069],"genre_scores_gemma":[0.9958066,0.0003648196,0.0001479772,0.00329544,0.0003134977,0.00003965467,0.0000177808,0.000009328935,0.000004844316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02194814,"threshold_uncertainty_score":0.8175805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1908092235427004,"score_gpt":0.4070240397330543,"score_spread":0.2162148161903539,"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."}}