{"id":"W4319657027","doi":"10.1177/13524585231154251","title":"A spoonful of sugar: The risks of negative health outcomes of polypharmacy in MS is a bitter reality","year":2023,"lang":"en","type":"letter","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Polypharmacy; Medicine; Sugar; Environmental health; Food science; Chemistry; Intensive care medicine","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":[0.009889459,0.0006390674,0.002374019,0.001134476,0.004487737,0.004347508,0.001763518,0.04348488,0.005509242],"category_scores_gemma":[0.08372215,0.000701789,0.001174156,0.001178243,0.00436624,0.007199307,0.002200537,0.05319157,0.003176596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00335172,"about_ca_system_score_gemma":0.004578487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007062381,"about_ca_topic_score_gemma":0.009874352,"domain_scores_codex":[0.9917243,0.003993711,0.001156963,0.000677659,0.00198934,0.000458041],"domain_scores_gemma":[0.9210845,0.05815671,0.004711883,0.001891467,0.006721358,0.007434078],"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":[0.0002386323,0.0001032758,0.005689506,0.0001869358,0.0001472077,0.003679457,0.0006451569,0.00006741011,0.0002320685,0.004717821,0.9469019,0.03739074],"study_design_scores_gemma":[0.0006093042,0.0004449399,0.01328486,0.002707479,0.0003563784,0.01403241,0.004584931,0.0009962599,0.0003924842,0.05815088,0.9040854,0.0003546692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005043251,0.001070684,0.00004433475,0.9917678,0.005823149,0.000002049117,0.00001948025,0.000006662499,0.0007616433],"genre_scores_gemma":[0.007359359,0.001570738,0.0001857249,0.9320492,0.0573011,0.00001384701,0.0000195231,0.00001519653,0.001485173],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04348488,"threshold_uncertainty_score":0.05230105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4001819585483665,"score_gpt":0.4381822156936194,"score_spread":0.0380002571452529,"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."}}