{"id":"W3183572221","doi":"10.1097/iop.0000000000002013","title":"Gender Authorship Trends in the Ophthalmic Plastic and Reconstructive Surgery Literature","year":2021,"lang":"en","type":"article","venue":"Ophthalmic Plastic and Reconstructive Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Eye Institute","keywords":"Medicine; Subspecialty; Reconstructive surgery; Orbit (dynamics); Ophthalmology; Surgery; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002402909,0.0003611219,0.0007279823,0.0006471135,0.0007442972,0.000342436,0.0002463166,0.000415641,0.0006100964],"category_scores_gemma":[0.003263789,0.0002954878,0.0002159179,0.001471596,0.001888591,0.0005109644,0.0001201095,0.0008028694,0.00001097375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001118408,"about_ca_system_score_gemma":0.0006030747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001436814,"about_ca_topic_score_gemma":0.000114519,"domain_scores_codex":[0.9960936,0.001238657,0.0004876942,0.0007602882,0.0006944689,0.000725271],"domain_scores_gemma":[0.9853365,0.0136885,0.0002134652,0.0002366545,0.0002120162,0.0003128582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002781786,0.0001520754,0.8826663,0.0002131056,0.0002952086,0.004711703,0.03364576,0.000005634429,0.00007428561,0.007167217,0.003784158,0.06700633],"study_design_scores_gemma":[0.0008361311,0.00005879212,0.8197274,0.001212019,0.0002568029,0.01146131,0.1498183,0.00005355306,0.00005310032,0.01384342,0.00161169,0.001067451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745314,0.002509844,0.00002111306,0.0004155683,0.003832343,0.0001201177,0.0001365725,0.00003620746,0.01839689],"genre_scores_gemma":[0.9977064,0.0009512149,0.0001137323,0.0001310997,0.0004480345,0.00001607001,0.00006983213,0.00001856094,0.0005450501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1161726,"threshold_uncertainty_score":0.9999498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05089180875638819,"score_gpt":0.2806593694046349,"score_spread":0.2297675606482467,"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."}}