{"id":"W3208230044","doi":"10.1177/22925503211034828","title":"Pain Medication Prescribing Patterns in Augmentation Mammoplasty","year":2021,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Opioid; Anesthesia; Prospective cohort study; Pain medication; Augmentation Mammoplasty; Surgery; Breast augmentation; Implant; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004369602,0.00008100003,0.0001846995,0.0001653198,0.00002769582,0.0000123503,0.00001452537,0.00007085164,0.0003441217],"category_scores_gemma":[0.001167919,0.00007610884,0.00005128634,0.0001714621,0.00001867053,0.00008014571,0.00001096152,0.000117334,0.00002684572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006762832,"about_ca_system_score_gemma":0.0001509485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003980965,"about_ca_topic_score_gemma":0.0001049831,"domain_scores_codex":[0.9990752,0.0001158716,0.0002757696,0.0001799997,0.0001860125,0.0001671253],"domain_scores_gemma":[0.9963534,0.003366941,0.00006603239,0.00009463689,0.00004229778,0.00007668935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000622586,0.00006183238,0.7844166,0.00008484688,0.00001989635,0.0001411877,0.00006405395,0.000008070233,0.001019324,0.000008574652,0.0005780283,0.2135354],"study_design_scores_gemma":[0.0005479939,0.00001130018,0.9889643,0.000593367,0.00003932988,0.004848982,0.0003719328,0.001978656,0.002319658,0.00001663041,0.0002012268,0.0001065787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921376,0.0000561113,0.004693492,0.0002421881,0.00268388,0.00005700854,0.000008460563,0.00004075458,0.0000805606],"genre_scores_gemma":[0.9991683,0.00003160956,0.0001323149,0.00004223918,0.0002415125,0.00001572019,0.0003084596,0.00001004865,0.00004983517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2134288,"threshold_uncertainty_score":0.3767891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02651303656209939,"score_gpt":0.2460509480414669,"score_spread":0.2195379114793675,"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."}}