{"id":"W2118096703","doi":"10.1177/1352458514540844","title":"How useful are MS registries?","year":2014,"lang":"en","type":"letter","venue":"Multiple Sclerosis Journal","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Multiple sclerosis; Medicine; Clinical neurology; MEDLINE; Neuroscience; Psychology; Chemistry; 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":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0005447234,0.0008251746,0.001613185,0.0004861561,0.0005182966,0.0009081849,0.000577655,0.00207566,0.0003765619],"category_scores_gemma":[0.001303898,0.0006104756,0.001280937,0.0003265666,0.0002625096,0.0002127868,0.00009919793,0.005056516,0.0002281955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004281582,"about_ca_system_score_gemma":0.0003000535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003155542,"about_ca_topic_score_gemma":0.000003407071,"domain_scores_codex":[0.9951811,0.0003568287,0.001004908,0.0007981156,0.00161815,0.001040851],"domain_scores_gemma":[0.9954106,0.000363535,0.001748347,0.001146495,0.0006794083,0.0006516334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001048661,0.00009047551,0.01794313,0.0003557667,0.0006000585,0.0006774405,0.00005010977,0.00000492243,0.001389657,4.415587e-7,0.9773825,0.001400569],"study_design_scores_gemma":[0.004736768,0.0001869051,0.04358781,0.01374577,0.001025667,0.002896598,0.0001694594,0.00009599523,0.0003529587,0.00001271988,0.9324769,0.0007124842],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0208262,0.01133414,0.0003637244,0.9612657,0.00402533,0.0008222538,0.0001650178,0.0002672998,0.0009302949],"genre_scores_gemma":[0.2251503,0.006819028,0.0005185165,0.7030092,0.04723037,0.00007544259,0.000457306,0.0004275063,0.01631225],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2582565,"threshold_uncertainty_score":0.9996347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1088753566043352,"score_gpt":0.2422397752156417,"score_spread":0.1333644186113065,"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."}}