{"id":"W2561351618","doi":"10.1371/journal.pone.0167479","title":"High-Dose Opioid Prescribing and Opioid-Related Hospitalization: A Population-Based Study","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; St. Michael's Hospital; Sunnybrook Health Science Centre; Institute for Clinical Evaluative Sciences; Health Sciences Centre; University of British Columbia","funders":"Novo Nordisk; Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences; GlaxoSmithKline; Pfizer; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Oxycodone; Opioid; Medical prescription; Fentanyl; Psychological intervention; Emergency medicine; Population; Morphine; Emergency department; Chronic pain; Internal medicine; Anesthesia; Psychiatry; Environmental health; Pharmacology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0000855594,0.0001981341,0.0003660801,0.0001278124,0.00009688882,0.00002523651,0.00005907559,0.00007652046,0.0002541514],"category_scores_gemma":[0.0001690637,0.0001412303,0.00003831623,0.0001897922,0.00002455911,0.0001178665,0.00003846207,0.00006676022,0.00005782934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001255363,"about_ca_system_score_gemma":0.00007188881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002806336,"about_ca_topic_score_gemma":0.00002040556,"domain_scores_codex":[0.9985878,0.0000513562,0.0003214431,0.0003859537,0.0004331066,0.0002203405],"domain_scores_gemma":[0.9991495,0.00008039075,0.00009406124,0.0004088674,0.0001250306,0.0001421277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001123753,0.008621181,0.9861969,0.0001349279,0.000487698,0.00002401142,0.0008360242,0.00000341544,0.002173624,0.0002391038,0.00003385451,0.001136878],"study_design_scores_gemma":[0.00846718,0.001459883,0.9848744,0.0007241071,0.0007836702,9.946758e-7,0.000163023,0.0002280771,0.002644758,0.0004405017,0.000009091517,0.0002043572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961436,0.0003942832,0.00003940694,0.001256307,0.00006529187,0.001788041,0.00001931642,0.0002021906,0.00009156304],"genre_scores_gemma":[0.9973961,0.00004452576,0.001290515,0.0001140569,0.00004800259,0.0001588737,0.0001036095,0.00004623374,0.0007981462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008354804,"threshold_uncertainty_score":0.5759204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02278677346938691,"score_gpt":0.2410656966310109,"score_spread":0.218278923161624,"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."}}