{"id":"W4295900086","doi":"10.1007/s40801-022-00329-z","title":"Impact of the COVID-19 Pandemic on Patterns of Prescription Opioid Use: A Retrospective Cohort Study of Adults Without a Cancer Diagnosis Initiating Opioids Using Administrative Claims Data","year":2022,"lang":"en","type":"article","venue":"Drugs - Real World Outcomes","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Inro Consultants (Canada)","funders":"","keywords":"Medicine; Medical prescription; Opioid; Pandemic; Retrospective cohort study; Emergency medicine; Young adult; Confidence interval; Coronavirus disease 2019 (COVID-19); Internal medicine; Disease; Pharmacology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000414441,0.0003378403,0.001047798,0.0002626498,0.0002001243,0.00001368926,0.0004277214,0.00004556254,0.0001981479],"category_scores_gemma":[0.0003693002,0.0002324537,0.0002429198,0.0006437523,0.00009644354,0.0001625454,0.000512876,0.0003908222,2.065658e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001794394,"about_ca_system_score_gemma":0.000915061,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09687377,"about_ca_topic_score_gemma":0.01017225,"domain_scores_codex":[0.9968103,0.0004169004,0.0008246203,0.0006117431,0.00105049,0.0002859842],"domain_scores_gemma":[0.9969433,0.0005047133,0.0009789307,0.001267685,0.000173738,0.0001316617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009323532,0.002617577,0.9719899,0.0001972579,0.001346003,0.000008652901,0.02218653,0.0003488858,0.0000588807,0.00002268806,0.00008327643,0.0002079521],"study_design_scores_gemma":[0.0047761,0.001786217,0.981186,0.0002863377,0.0008762163,0.000002991821,0.01044442,0.0003349296,0.0001178104,0.00001747326,0.0000087915,0.0001627361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916782,0.00005307372,0.000005368691,0.0001309093,0.0002019163,0.003272312,0.004519664,0.00003634352,0.0001022529],"genre_scores_gemma":[0.9985652,0.0001281797,0.00006127301,0.0001423009,0.00003190738,0.0006570848,0.0002741308,0.0000459118,0.00009398544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08670152,"threshold_uncertainty_score":0.9479186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1171045546096948,"score_gpt":0.4251857775077892,"score_spread":0.3080812228980944,"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."}}