{"id":"W4385828265","doi":"10.1093/sexmed/qfad039","title":"Pre- and post-LEEP: analysis of the female urogenital tract microenvironment and its association with sexual dysfunction","year":2023,"lang":"en","type":"article","venue":"Sexual Medicine","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Vagina; Medicine; Lactobacillus; Sexual function; Prevotella; Gardnerella vaginalis; Lower urinary tract symptoms; Gynecology; Physiology; Biology; Internal medicine; Bacterial vaginosis; Bacteria; Surgery; Prostate","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":[],"consensus_categories":[],"category_scores_codex":[0.0005765134,0.0001047608,0.0002364239,0.0002621626,0.000150473,0.000004410684,0.0000598001,0.000101531,0.0001318628],"category_scores_gemma":[0.0003915866,0.00006367216,0.00001520755,0.0007157499,0.0002273438,0.00007143933,0.00006033288,0.0002354607,0.0000226682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006384148,"about_ca_system_score_gemma":0.00002135359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002465411,"about_ca_topic_score_gemma":0.00007349784,"domain_scores_codex":[0.9990286,0.0001927156,0.0001833191,0.0002921526,0.0001116306,0.0001915861],"domain_scores_gemma":[0.9993351,0.0002291182,0.0001244022,0.0002009718,0.00008970266,0.00002067282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00009783129,0.00007808927,0.2793653,0.00001881543,0.001083861,0.000001181754,0.001306056,0.00004160243,0.7153081,0.00001097994,0.0001558271,0.002532358],"study_design_scores_gemma":[0.000684645,0.001292032,0.9755869,0.000007080074,0.0007262407,0.00003457763,0.002024433,0.00002694617,0.01904294,0.000002488423,0.0005091552,0.00006255069],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970626,0.0009962254,0.000009900193,0.001329992,0.0001634718,0.0002997687,0.00004100057,0.00002641262,0.00007061349],"genre_scores_gemma":[0.9921677,0.00005620598,0.000002085079,0.00003261987,0.00003693134,0.0000184209,0.0001098857,0.00000877112,0.00756744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6962652,"threshold_uncertainty_score":0.2596475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01596239251733987,"score_gpt":0.2728675658517205,"score_spread":0.2569051733343806,"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."}}