{"id":"W7082656067","doi":"10.3103/s0891416825700144","title":"Lactobacilli and Bacterial Vaginosis. Species Typing and Content Analysis in the Microbiome","year":2025,"lang":"en","type":"article","venue":"Molecular Genetics Microbiology and Virology","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"National Research Centre","keywords":"Bacterial vaginosis; Typing; Lactobacillus; Lactobacillus crispatus; Sex organ; Dominance (genetics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009553345,0.0003768065,0.0004883948,0.001763497,0.0003120777,0.0005997756,0.0001951511,0.0004123582,0.0009771172],"category_scores_gemma":[0.001513977,0.0001719061,0.000223338,0.00132983,0.0003164303,0.0004814204,0.0006231845,0.0002754768,0.000226054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002007307,"about_ca_system_score_gemma":0.0002913087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000848569,"about_ca_topic_score_gemma":0.0008269945,"domain_scores_codex":[0.9991247,0.0004986165,0.00005832846,0.0001029217,0.000135589,0.00007980771],"domain_scores_gemma":[0.9993289,0.0001928771,0.0002653505,0.00001992039,0.0001023154,0.00009069242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002859198,0.0003833409,0.6209645,0.002574978,0.0003561487,0.001231594,0.0007388019,0.0006034677,0.1557094,0.001013445,0.0006343647,0.2129308],"study_design_scores_gemma":[0.00001593263,0.001894505,0.9692895,0.0003610131,0.0001602656,0.003968466,0.001125263,0.001732795,0.01397197,0.001531581,0.005910887,0.00003790242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8787534,0.1120734,0.004355224,0.0007081687,0.000138452,0.00009142669,0.0006608943,0.00004670857,0.003172358],"genre_scores_gemma":[0.9788631,0.0138049,0.005760245,0.0001852407,0.0001211724,0.00006581131,0.0002792944,0.000009099877,0.0009112626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001763497,"threshold_uncertainty_score":0.005052328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01395239813198689,"score_gpt":0.2128140264700413,"score_spread":0.1988616283380544,"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."}}