{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003618742,0.0006688865,0.003097315,0.00128527,0.0002412385,0.00003572946,0.0009049435,0.0004632981,0.0003197435],"category_scores_gemma":[0.003420823,0.0004279254,0.001201404,0.001250376,0.001436051,0.0001421809,0.0004970732,0.00470654,0.00001534327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004618386,"about_ca_system_score_gemma":0.0008164526,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01809851,"about_ca_topic_score_gemma":0.0008189409,"domain_scores_codex":[0.9912162,0.001319537,0.00303039,0.0006123784,0.002649229,0.001172232],"domain_scores_gemma":[0.9914528,0.00330498,0.002849934,0.001070844,0.00105865,0.000262782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005785609,0.0003955772,0.3881494,0.001533308,0.00165986,0.00004819489,0.006847276,0.00002021679,0.003464537,6.835771e-7,0.5899577,0.007344676],"study_design_scores_gemma":[0.007285433,0.0004607527,0.9720764,0.00353105,0.0001917785,0.00002334758,0.0009865052,0.000301707,0.003333024,0.00003324226,0.01147881,0.0002980052],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2436243,0.001196813,0.00004313943,0.7505115,0.0006741041,0.001852583,0.001882028,0.0000403688,0.000175138],"genre_scores_gemma":[0.8617227,0.0160393,0.001138426,0.1178944,0.001850582,0.0001499562,0.00009444614,0.0002434774,0.0008666635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6326171,"threshold_uncertainty_score":0.9998173,"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."}}