{"id":"W4210650269","doi":"10.15273/dmj.vol48no1.11264","title":"Risk factors for prolonged opioid use and adverse events following orthopedic surgery","year":2022,"lang":"en","type":"article","venue":"Dalhousie Medical Journal","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Orthopedic surgery; Opioid; Medicine; Adverse effect; Intensive care medicine; Anesthesia; Internal medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001433194,0.0002525185,0.0005636423,0.0002584206,0.0007661879,0.00002140351,0.0001334997,0.0001085752,0.0005916501],"category_scores_gemma":[0.003147327,0.0001955972,0.000476925,0.0002134806,0.00005768776,0.000177884,0.0001659229,0.0009371443,0.000004407093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001734688,"about_ca_system_score_gemma":0.0008465931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006870131,"about_ca_topic_score_gemma":0.00000933568,"domain_scores_codex":[0.996802,0.0002625727,0.0005757178,0.0003381559,0.001484562,0.0005369691],"domain_scores_gemma":[0.9976519,0.0009356172,0.0002568179,0.0002257181,0.00007077953,0.0008591808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000420789,0.0005993745,0.9829073,0.00005306398,0.0005229182,0.001009205,0.0020272,0.00001040148,0.00001511464,0.000003341014,0.002827095,0.009604202],"study_design_scores_gemma":[0.009674981,0.001256402,0.9423169,0.0002526959,0.001455966,0.001731257,0.003948508,0.0007335314,0.00003797907,0.0002123085,0.03792255,0.000456915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956031,0.0006618226,0.0004032447,0.001024008,0.001433041,0.0007013483,0.0000896251,0.00006617847,0.00001757963],"genre_scores_gemma":[0.9972266,0.0006986357,0.0005661008,0.0005934037,0.0003235438,0.000119647,0.000150845,0.00006457359,0.0002566469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04059039,"threshold_uncertainty_score":0.7976221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02317422709287054,"score_gpt":0.2784857516445542,"score_spread":0.2553115245516837,"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."}}