{"id":"W4400688885","doi":"10.1186/s12893-024-02494-0","title":"Incidence and risk factors of new persistent opioid use after surgery and trauma: A systematic review","year":2024,"lang":"en","type":"review","venue":"BMC Surgery","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Research Council of New Zealand","keywords":"Medicine; Incidence (geometry); CINAHL; Comorbidity; MEDLINE; Opioid; Cohort study; Emergency medicine; Surgery; Internal medicine; Psychiatry; Psychological intervention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006887442,0.001078223,0.00653021,0.01012999,0.0006145967,0.002883686,0.001647897,0.001871202,0.002947149],"category_scores_gemma":[0.04087524,0.001114389,0.007193921,0.01260746,0.0008364636,0.002590634,0.001596699,0.001212572,0.0001951857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003782564,"about_ca_system_score_gemma":0.01075646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01150982,"about_ca_topic_score_gemma":0.03410681,"domain_scores_codex":[0.9914083,0.002376409,0.003710015,0.0006443133,0.001566912,0.0002940719],"domain_scores_gemma":[0.9679188,0.02226086,0.007054791,0.0003446239,0.002128054,0.0002930327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001319022,0.00001104425,0.002412094,0.9714494,0.008959487,0.0001297475,0.0003115903,0.00006330631,0.000067395,0.000107905,0.0008774538,0.01547862],"study_design_scores_gemma":[0.0001373327,0.00016503,0.01141359,0.9112764,0.0659119,0.0006830476,0.0005936431,0.00008221059,0.00009613363,0.0001874924,0.009413683,0.00003950263],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002231951,0.9966383,0.00007040677,0.0002028857,0.00006017588,0.0001979369,0.0003967535,0.000004610337,0.0001969976],"genre_scores_gemma":[0.02596402,0.9723248,0.000417149,0.0003999039,0.00005452713,0.0004244036,0.000308293,0.000003977409,0.0001029645],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01150982,"threshold_uncertainty_score":0.0364247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.088797501154046,"score_gpt":0.3210657550658495,"score_spread":0.2322682539118035,"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."}}