{"id":"W7149228599","doi":"","title":"Impact of cancer on multiple sclerosis-related healthcare and disease-modifying drug use: a multi-national cohort study","year":2025,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cancer; Health care; Action (physics); Drug; Cohort study; Cancer drugs","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":[0.002208125,0.0003083178,0.0006055895,0.0005558208,0.0008152404,0.001255405,0.0006749327,0.0009184325,0.001538667],"category_scores_gemma":[0.004064793,0.000491042,0.001705011,0.001470487,0.0002740371,0.0007794214,0.001061842,0.001501432,0.0002451864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006371503,"about_ca_system_score_gemma":0.0007855013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0550141,"about_ca_topic_score_gemma":0.07256189,"domain_scores_codex":[0.9988093,0.0004030575,0.0001268429,0.0002815829,0.0001551616,0.0002240377],"domain_scores_gemma":[0.9969918,0.0005582723,0.0009144787,0.0006201715,0.0003857672,0.0005295197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006343836,0.0000868503,0.9959889,0.00003410181,0.001165308,0.00006874304,0.0001478607,0.00004140842,0.0002843161,0.0000545713,0.000382687,0.001110937],"study_design_scores_gemma":[0.00002319357,0.00009070176,0.9990849,0.00001647334,0.0003118627,0.00005199943,0.0001222917,0.00006178248,0.0000256269,0.00001604512,0.0001893772,0.000005755749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955633,0.001442263,0.00009218005,0.0002462557,0.00002849313,0.00001761073,0.002131809,0.000004623398,0.000473576],"genre_scores_gemma":[0.9979358,0.0004760866,0.0001328896,0.0001217825,0.00001937624,0.00002304796,0.0008943531,0.000005523075,0.0003911713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0550141,"threshold_uncertainty_score":0.1093878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06505017465534389,"score_gpt":0.3542080066069113,"score_spread":0.2891578319515674,"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."}}