{"id":"W2966759270","doi":"10.1097/prs.0000000000005780","title":"Differences in Opioid Prescribing Practices among Plastic Surgery Trainees in the United States and Canada","year":2019,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Medical prescription; Opioid; Nursing; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004668946,0.0003124588,0.0007382456,0.0006646767,0.00005845348,0.00005966555,0.00008566374,0.00008505901,0.00009701813],"category_scores_gemma":[0.005547862,0.0002228686,0.00006817155,0.0005519537,0.0001960879,0.0002461363,0.00003340173,0.0003819235,0.000004158023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001912832,"about_ca_system_score_gemma":0.0009896036,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3916244,"about_ca_topic_score_gemma":0.3331509,"domain_scores_codex":[0.9977858,0.0002935526,0.0005726864,0.0004691162,0.0003883928,0.0004904688],"domain_scores_gemma":[0.9537887,0.04543798,0.0003723153,0.000220101,0.0000687752,0.000112143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002012263,0.0001288332,0.9963977,0.0002455095,0.0001049601,0.000187202,0.001686233,0.00003426695,0.00001943025,0.00001496326,0.0001678385,0.0008118239],"study_design_scores_gemma":[0.0005276506,0.00004667719,0.9789962,0.0007918791,0.00007293685,0.00008919754,0.01755981,0.001533883,0.00004644373,0.0000483755,0.00006055975,0.0002263742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976802,0.0003658723,0.000004995195,0.0001658432,0.001089711,0.0004986235,0.00005569268,0.00002336931,0.0001156692],"genre_scores_gemma":[0.9991738,0.0004331716,0.00002869472,0.0000729317,0.00004127782,0.00008095887,0.0001301137,0.00002328077,0.0000158267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05847352,"threshold_uncertainty_score":0.9088317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02312331177174819,"score_gpt":0.2328933793683617,"score_spread":0.2097700675966135,"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."}}