{"id":"W4281754229","doi":"10.1101/2022.05.30.22275780","title":"A prospective study of adherence to lenalidomide for multiple myeloma using Medication Event Monitoring System (MEMS) caps","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Cancer Institute; National Institutes of Health; Alvin J. Siteman Cancer Center","keywords":"Lenalidomide; Medicine; Multiple myeloma; Internal medicine; Confidence interval; Adverse effect; Population; Physical therapy; Emergency 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":[0.00379935,0.0003042047,0.0003107112,0.0005780366,0.0004562039,0.0005397404,0.0002900397,0.0004964118,0.001025094],"category_scores_gemma":[0.007766699,0.0004419336,0.00056589,0.001022507,0.0002083522,0.000561441,0.0003866306,0.0008022139,0.0002709722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002556427,"about_ca_system_score_gemma":0.0004711898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001984139,"about_ca_topic_score_gemma":0.002363629,"domain_scores_codex":[0.9979182,0.001210448,0.0002198538,0.0002277034,0.0003194416,0.0001043741],"domain_scores_gemma":[0.994854,0.001438716,0.00206362,0.0004282377,0.0007460365,0.0004694427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005676702,0.0002693593,0.9955003,0.00003623663,0.0002048457,0.00003922185,0.0001878812,0.00003171817,0.000223961,0.00001872745,0.0001002112,0.002819952],"study_design_scores_gemma":[0.00009778981,0.002687438,0.9959083,0.00002354297,0.0001365197,0.0001614679,0.0002106814,0.0002346207,0.0001320465,0.00002086949,0.0003783068,0.000008347634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981568,0.0004997933,0.0003438168,0.00004637257,0.000009851321,0.00009593486,0.0003700861,0.000003846312,0.0004733744],"genre_scores_gemma":[0.9989589,0.0001669218,0.0003534048,0.0000665292,0.00001430189,0.00008266698,0.0002201478,0.000001682767,0.0001354097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00379935,"threshold_uncertainty_score":0.02009314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1096603145124894,"score_gpt":0.3815878255927113,"score_spread":0.2719275110802218,"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."}}