{"id":"W130999155","doi":"10.1155/2005/230319","title":"The Laboratory Diagnosis of Bacterial Vaginosis","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bacterial vaginosis; Vaginal flora; Gram staining; Flora (microbiology); Gold standard (test); Diagnostic test; Medicine; Vaginal secretion; Vaginitis; Obstetrics; Intensive care medicine; Vaginal discharge; Gynecology; Biology; Internal medicine; Microbiology; Pediatrics; Antibiotics; Bacteria","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":[0.001677635,0.0006410161,0.0008936525,0.003126193,0.0005266377,0.0009096793,0.0007197541,0.0008659497,0.003528983],"category_scores_gemma":[0.005287861,0.0001990018,0.0002898777,0.001479528,0.000598521,0.000515191,0.0005553441,0.0007879231,0.002191237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005681531,"about_ca_system_score_gemma":0.0008912278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002923946,"about_ca_topic_score_gemma":0.001635033,"domain_scores_codex":[0.9975867,0.0007146621,0.0002540459,0.0001770754,0.001059317,0.0002081609],"domain_scores_gemma":[0.9977373,0.0004980681,0.0003681897,0.0001045965,0.001089926,0.0002018458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009837243,0.000894813,0.4766994,0.002241628,0.0002112939,0.03010182,0.001035963,0.0005737266,0.06554209,0.005241164,0.06920626,0.3472681],"study_design_scores_gemma":[0.0001712737,0.002561208,0.4684427,0.004603761,0.0004582031,0.1411167,0.002812212,0.00407972,0.06247209,0.007035494,0.306071,0.0001756088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4523093,0.1901304,0.06859254,0.02112053,0.006047235,0.002661314,0.006933302,0.002282414,0.249923],"genre_scores_gemma":[0.8879316,0.0497694,0.03325634,0.007146026,0.002302294,0.0006171871,0.00336993,0.00008487145,0.01552237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003528983,"threshold_uncertainty_score":0.01180559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005470283074752501,"score_gpt":0.2397237153346957,"score_spread":0.2342534322599432,"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."}}