{"id":"W4411924841","doi":"10.1002/pds.70178","title":"Impact of Supply Chain Disruptions and Drug Shortages on Drug Utilization: A Scoping Review","year":2025,"lang":"en","type":"review","venue":"Pharmacoepidemiology and Drug Safety","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; St. Francis Xavier University; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Grey literature; Medicine; Observational study; Economic shortage; Drug; Medical prescription; Population; MEDLINE; Environmental health; Pharmacology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.00432454,0.0006458543,0.004501232,0.0004734135,0.000225635,0.00002232149,0.0003542249,0.0002246177,0.0007077741],"category_scores_gemma":[0.00107622,0.0005912479,0.0008118291,0.0003781176,0.0003023359,0.0001547113,0.0002619681,0.000723649,0.00006560297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001414284,"about_ca_system_score_gemma":0.0002402146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001711124,"about_ca_topic_score_gemma":0.00002603071,"domain_scores_codex":[0.9951087,0.0007136387,0.002622728,0.0009654532,0.00002881195,0.0005606232],"domain_scores_gemma":[0.9936898,0.004221481,0.001289569,0.0004541752,0.0000338535,0.0003111715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007525838,0.0002797743,0.0054977,0.197076,0.001352401,0.00001179286,0.0002124428,0.00003994909,6.829136e-8,0.1278516,0.05118572,0.6164172],"study_design_scores_gemma":[0.0007575335,0.00003931289,0.0004951883,0.1019155,0.0007055285,0.00003374825,0.000005351282,0.000494751,5.459174e-7,0.004856451,0.8897792,0.0009168822],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004519346,0.9871716,0.0001126177,0.002950456,0.0003819062,0.001590281,0.002704516,0.00003489487,0.005008501],"genre_scores_gemma":[0.0005069918,0.9951712,0.00006803427,0.002944795,0.0001971424,0.0001826379,0.0003541424,0.00004126517,0.0005337494],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8385935,"threshold_uncertainty_score":0.9996539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1561415499451247,"score_gpt":0.4606250153813216,"score_spread":0.3044834654361969,"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."}}