{"id":"W4388979087","doi":"10.23736/s2724-606x.23.05391-5","title":"Gynecologic oncology top-cited articles: an international analysis","year":2023,"lang":"en","type":"article","venue":"Minerva Obstetrics and Gynecology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Subspecialty; Gynecologic oncology; Obstetrics and gynaecology; Medicine; Gynecology; Obstetrics; Family medicine; Library science; Oncology; Pregnancy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002553266,0.0001609417,0.0004876429,0.001086901,0.00008657275,0.00003375755,0.0001136947,0.0002163675,0.0008936866],"category_scores_gemma":[0.002306842,0.0001327252,0.0001341413,0.002658396,0.00007057975,0.00008995895,0.00009781708,0.0001351972,0.0001159915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002787726,"about_ca_system_score_gemma":0.0000932337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008136562,"about_ca_topic_score_gemma":0.0001927222,"domain_scores_codex":[0.9986011,0.00007395115,0.0003259096,0.0004690072,0.0001712836,0.0003587009],"domain_scores_gemma":[0.996581,0.002608279,0.0001012744,0.0003085633,0.0001598635,0.0002410295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003424792,0.0007667348,0.7883891,0.00001154522,0.001220861,0.0009812616,0.0003291102,0.000120987,0.0002020539,0.001579832,0.001309869,0.2050544],"study_design_scores_gemma":[0.002419312,0.001436341,0.8901048,0.000003705014,0.0009646088,0.00002909514,0.0003595918,0.0121253,0.00007974935,0.0002175056,0.09211502,0.0001450107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889987,0.0003941067,0.0000348926,0.005678114,0.001078744,0.0002365098,0.0000301106,0.0001196318,0.003429203],"genre_scores_gemma":[0.9943734,0.001470454,0.0007446546,0.001582798,0.00009568145,0.00009565501,0.0002418375,0.00001461628,0.001380912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2049094,"threshold_uncertainty_score":0.9785241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04218200524399773,"score_gpt":0.3318545002556497,"score_spread":0.289672495011652,"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."}}