{"id":"W4414069650","doi":"10.21203/rs.3.rs-7428168/v1","title":"The Futility of Nugent Scoring as a Diagnostic Tool for Neovaginal Bacterial Dysbiosis in Transfeminine People","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"National Institutes of Health; Canada Research Chairs","keywords":"Dysbiosis; Diagnostic test; Disease; Incidence (geometry); MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01790051,0.0006558529,0.0009872223,0.001609155,0.0006092347,0.002617051,0.001116831,0.001324621,0.003019614],"category_scores_gemma":[0.04936056,0.000313441,0.000703136,0.001000009,0.001307004,0.001364828,0.001607637,0.001718696,0.0009738253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000532716,"about_ca_system_score_gemma":0.000905049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007850945,"about_ca_topic_score_gemma":0.001073711,"domain_scores_codex":[0.9880939,0.007171567,0.0006443672,0.0008829599,0.002528997,0.0006782774],"domain_scores_gemma":[0.9720396,0.01724169,0.003674095,0.002818112,0.003058782,0.001167718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001967451,0.0001715566,0.8492716,0.0004266601,0.0003256041,0.0006570542,0.001741409,0.0004147415,0.003584001,0.002772228,0.004520338,0.1341473],"study_design_scores_gemma":[0.0001675282,0.003545779,0.8964917,0.001726636,0.0007259445,0.007382596,0.006446748,0.02116751,0.01426153,0.02412214,0.02374803,0.0002139031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9642094,0.006675147,0.01060495,0.006527265,0.00133609,0.0000958821,0.0006588646,0.0001442007,0.009748152],"genre_scores_gemma":[0.9915323,0.0007428438,0.005256595,0.000928299,0.000238328,0.00004662986,0.0002317136,0.00003604442,0.0009873373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01790051,"threshold_uncertainty_score":0.09466809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04881973909144072,"score_gpt":0.4112814134844874,"score_spread":0.3624616743930467,"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."}}