{"id":"W4214909598","doi":"10.1101/2022.03.01.22271254","title":"COVID-SAFER: Deprescribing Guidance for Nirmatrelvir-ritonavir Drug Interactions in Older Adults","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University Health Centre","funders":"","keywords":"Polypharmacy; Deprescribing; Medicine; Ritonavir; Emergency medicine; Intensive care medicine; Human immunodeficiency virus (HIV); Family medicine; Viral load","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":[0.003555888,0.000220897,0.0005343242,0.0004380086,0.0003945275,0.0004832798,0.0004673888,0.0004573959,0.003317101],"category_scores_gemma":[0.01004835,0.0001361578,0.0009454899,0.0005220588,0.000214804,0.0003359203,0.0004252485,0.0005293962,0.0002034367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001019218,"about_ca_system_score_gemma":0.002423679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007802997,"about_ca_topic_score_gemma":0.02008452,"domain_scores_codex":[0.9980798,0.0008781907,0.000324018,0.0001738049,0.0004099035,0.0001343978],"domain_scores_gemma":[0.9937908,0.001310963,0.003533477,0.0002501221,0.0004413658,0.0006732332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.05364721,0.004108331,0.5866967,0.003894955,0.001560141,0.0002152785,0.0005142216,0.001414875,0.002643196,0.0004939317,0.01787726,0.326934],"study_design_scores_gemma":[0.01942782,0.0129288,0.9479572,0.001000156,0.001233121,0.0003723292,0.0002904217,0.002626252,0.00148898,0.0002539169,0.01238086,0.00004011446],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9820704,0.004022742,0.0007751261,0.001155986,0.0001091549,0.001753444,0.00415661,0.00005756975,0.005898862],"genre_scores_gemma":[0.990446,0.001411814,0.002880238,0.001337169,0.0002201425,0.000995011,0.001932667,0.000005845796,0.0007711595],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007802997,"threshold_uncertainty_score":0.01880556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133042498552053,"score_gpt":0.4207633374524294,"score_spread":0.3074590875972241,"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."}}