{"id":"W4294844139","doi":"10.1097/prs.0000000000009609","title":"Surgeon Gender-Related Differences in Operative Coding in Plastic Surgery","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Plastic surgery; Coding (social sciences); Surgery; Medicine; Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003331512,0.0001442566,0.0001371905,0.001465865,0.0003167354,0.0004856756,0.0003157194,0.0002004612,0.003136856],"category_scores_gemma":[0.01584318,0.000125153,0.0003349083,0.001162294,0.0004025079,0.0004407539,0.0007172847,0.0002754621,0.0002902314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006020726,"about_ca_system_score_gemma":0.0007187572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003383307,"about_ca_topic_score_gemma":0.006506553,"domain_scores_codex":[0.9973175,0.0008954132,0.000319599,0.0003347277,0.0007617354,0.0003710597],"domain_scores_gemma":[0.9868608,0.004228115,0.006826979,0.000393012,0.000823941,0.000867141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004327339,0.000008893679,0.9975418,0.000008940809,0.00001245423,0.00003444483,0.0001632071,0.00002687108,0.00006594341,0.0000604818,0.0001423627,0.001891514],"study_design_scores_gemma":[0.000001852277,0.00003684288,0.9985656,0.00001937074,0.000006743952,0.0002234057,0.0005021871,0.0001251565,0.00007051675,0.0001261614,0.0003194026,0.000002701995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972864,0.000515913,0.0002823673,0.0002819352,0.00003194536,0.00000986233,0.0003718264,0.000003228881,0.001216489],"genre_scores_gemma":[0.9995253,0.000102371,0.00009337982,0.00004413963,0.00001309892,0.000004752201,0.0001147391,0.000002498494,0.00009976461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003383307,"threshold_uncertainty_score":0.01761895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05583185425522721,"score_gpt":0.2650208547464648,"score_spread":0.2091890004912375,"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."}}