{"id":"W2005642201","doi":"10.1016/j.mimet.2008.03.004","title":"Flow cytometric quantification of bacteria in vaginal swab samples self-collected by adolescents attending a gynecology clinic","year":2008,"lang":"en","type":"article","venue":"Journal of Microbiological Methods","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Agency of Canada; University of Manitoba","funders":"Canadian Institutes of Health Research; Health Canada; National Institutes of Health","keywords":"Bacterial vaginosis; Gram staining; Chlamydia; Lactobacillus; Biology; Vagina; Gynecology; Flow cytometry; Medicine; Immunology; Physiology; Obstetrics; Bacteria; Microbiology; Surgery; Antibiotics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004583234,0.0002360335,0.0009673502,0.001217206,0.0001594961,0.000009749132,0.0004852842,0.0005805603,0.0009728307],"category_scores_gemma":[0.006416326,0.0001784555,0.0002651326,0.001617799,0.0004835124,0.0001393448,0.0001131247,0.001259887,0.00007994228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002536736,"about_ca_system_score_gemma":0.0002132162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002641191,"about_ca_topic_score_gemma":0.000002686076,"domain_scores_codex":[0.9928827,0.004668198,0.001474024,0.0004196038,0.00006103416,0.0004944926],"domain_scores_gemma":[0.9954308,0.0026673,0.0009770979,0.0003055857,0.0005701081,0.00004913919],"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":[0.0006000461,0.001379641,0.08186709,0.00002754666,0.0001966965,0.00001331259,0.0001155413,0.00001241266,0.9070062,0.000004750949,0.001703536,0.007073229],"study_design_scores_gemma":[0.002098239,0.001473967,0.6205326,0.00006306529,0.00004857314,0.001681019,0.00006883411,0.000005831782,0.3643394,0.00006125389,0.009435266,0.000191918],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827684,0.002542968,0.01315548,0.0001253201,0.0009530659,0.0003233934,0.0000357791,0.0000262707,0.000069344],"genre_scores_gemma":[0.9236978,0.001401718,0.07456454,0.0000311246,0.00004973316,0.000009759553,0.00003408491,0.00001572442,0.0001954712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5426668,"threshold_uncertainty_score":0.9999404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08653125686739295,"score_gpt":0.3967034776955088,"score_spread":0.3101722208281159,"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."}}