{"id":"W4366829895","doi":"10.1002/lio2.1065","title":"<scp>Postoperative</scp> opioid use following head and neck endocrine surgery: A <scp>multi‐center</scp> prospective study","year":2023,"lang":"en","type":"article","venue":"Laryngoscope Investigative Otolaryngology","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Dalhousie University; Toronto East General Hospital; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Opioid; Medical prescription; Prospective cohort study; Endocrine system; Anesthesia; Analgesic; Endocrine surgery; Surgery; Internal medicine; Thyroid; Hormone","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005990627,0.001194771,0.002199184,0.0009698984,0.0006178195,0.0002098364,0.0003319427,0.0003421041,0.00002089161],"category_scores_gemma":[0.005833318,0.001083687,0.0004295593,0.002073327,0.0008765557,0.0009090646,0.000710614,0.001050438,0.0004891837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003371381,"about_ca_system_score_gemma":0.0006497793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001006624,"about_ca_topic_score_gemma":0.0006269671,"domain_scores_codex":[0.9933716,0.0009757871,0.001115692,0.002041788,0.000737488,0.001757632],"domain_scores_gemma":[0.9946397,0.002607713,0.0003839781,0.0009945132,0.0003887498,0.0009853763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004577347,0.002668411,0.960231,0.0001846342,0.001581745,0.003423744,0.01849363,0.000005005526,0.007030088,0.0002550696,0.006009073,0.00007184328],"study_design_scores_gemma":[0.01075596,0.002698873,0.9598767,0.0005080644,0.0004914765,0.0003035509,0.006640636,0.0003168542,0.008753987,0.0002938075,0.009127887,0.0002321644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988564,0.001499224,0.00002145019,0.0007793229,0.0007113045,0.006448898,0.000201749,0.000887632,0.0008863935],"genre_scores_gemma":[0.9854002,0.000430977,0.002654663,0.002354831,0.0001665601,0.002014854,0.0007432659,0.0002868316,0.005947821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01185299,"threshold_uncertainty_score":0.9991614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03914664803495032,"score_gpt":0.3027325013404645,"score_spread":0.2635858533055142,"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."}}