{"id":"W4380423203","doi":"10.3928/23258160-20230522-01","title":"Gender and Research Productivity of Vitreoretinal Surgery Fellowship Program Directors","year":2023,"lang":"en","type":"review","venue":"Ophthalmic surgery, lasers & imaging retina","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vitreoretinal surgery; Demographics; Medicine; Ophthalmology; Logistic regression; Productivity; Demography; Visual acuity; Internal medicine; Vitrectomy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01217978,0.001180942,0.00565754,0.002696031,0.0003063575,0.0001595441,0.0003294938,0.0004685847,0.0001293258],"category_scores_gemma":[0.007315317,0.0009832574,0.002383479,0.003592684,0.001597334,0.0002092482,0.0004902937,0.001917686,0.0001221972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000297599,"about_ca_system_score_gemma":0.002239411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003995192,"about_ca_topic_score_gemma":0.000001419599,"domain_scores_codex":[0.9899855,0.002092795,0.002074862,0.002082867,0.001928837,0.001835103],"domain_scores_gemma":[0.9863861,0.009518697,0.00106522,0.001505754,0.000832501,0.0006916886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002201157,0.0005606749,0.044772,0.07491572,0.0007044076,0.004457914,0.00006997061,6.265379e-8,0.00002778354,0.00001336446,0.02569318,0.8485648],"study_design_scores_gemma":[0.0002155214,0.0001160411,0.007335695,0.05272187,0.001939561,0.007460885,0.0001870168,0.00001281083,0.0001905784,0.00009951021,0.9282853,0.001435202],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05793396,0.9335569,8.409103e-7,0.0002330934,0.001367127,0.002808565,0.00008253411,0.000508006,0.003509033],"genre_scores_gemma":[0.01110288,0.9840175,0.0001639567,0.00001403994,0.00100426,0.0007014566,0.0006419466,0.0004696122,0.001884362],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9025921,"threshold_uncertainty_score":0.9992618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2323311821593805,"score_gpt":0.4393448038527747,"score_spread":0.2070136216933942,"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."}}