{"id":"W4225004757","doi":"10.1212/wnl.0000000000200163","title":"Multiple Sclerosis and the Cancer Diagnosis","year":2022,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Manitoba; Ottawa Hospital; Manitoba Health; University of Waterloo; Ontario Institute for Cancer Research","funders":"","keywords":"Medicine; Breast cancer; Colorectal cancer; Cancer; Internal medicine; Population; Cancer registry; Oncology; Stage (stratigraphy)","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":[0.0005381815,0.0001591916,0.0002483392,0.001059176,0.0006214944,0.001059794,0.0003586793,0.0004652499,0.004749498],"category_scores_gemma":[0.005807855,0.0001426333,0.0003502831,0.002367513,0.0005572325,0.0003202421,0.0006243634,0.0008889523,0.0002939695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002286712,"about_ca_system_score_gemma":0.003260028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1293208,"about_ca_topic_score_gemma":0.08958361,"domain_scores_codex":[0.9991125,0.000247554,0.0000832365,0.000155751,0.0002481873,0.0001526785],"domain_scores_gemma":[0.9946908,0.001083227,0.00264386,0.0001838804,0.0006236353,0.0007745746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000100821,0.00002151688,0.9873273,0.00009432324,0.0001174317,0.0001770691,0.0001215302,0.0001096412,0.00005445995,0.0003019136,0.001470301,0.0101037],"study_design_scores_gemma":[0.00001706824,0.00003619631,0.9943147,0.0001777595,0.00006861362,0.0009668319,0.000196376,0.0001739775,0.00005654654,0.0003113956,0.003671709,0.000008734448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913721,0.05065197,0.0004777981,0.01275804,0.0002523304,0.00004875399,0.004338007,0.00005463376,0.01769741],"genre_scores_gemma":[0.9932928,0.004957933,0.0001750072,0.0002364571,0.0001192208,0.000008034142,0.0006445486,0.000004283086,0.0005617677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1293208,"threshold_uncertainty_score":0.257136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07723911187971635,"score_gpt":0.309444609087338,"score_spread":0.2322054972076216,"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."}}