{"id":"W4408382219","doi":"10.24072/pcjournal.527","title":"Factors shaping vaginal microbiota long-term community dynamics in young adult women","year":2025,"lang":"en","type":"article","venue":"Peer Community Journal","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"","keywords":"Dynamics (music); Term (time); Medicine; Psychology; Physics","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00423938,0.0003082329,0.000469886,0.0009498366,0.002907472,0.0001866303,0.001430882,0.0003123472,0.0004228407],"category_scores_gemma":[0.001554709,0.0002879021,0.0001467614,0.0007099223,0.0005811822,0.0003763156,0.0007493659,0.01148691,0.00006788308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002333735,"about_ca_system_score_gemma":0.0002913881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007516647,"about_ca_topic_score_gemma":0.01555537,"domain_scores_codex":[0.9927145,0.00559405,0.0005926119,0.0001773268,0.0001114855,0.0008100194],"domain_scores_gemma":[0.9968825,0.0008443354,0.0001840438,0.001119297,0.0009062639,0.00006356255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001570141,0.001396341,0.9544325,0.00007347347,0.0003909519,0.000007970158,0.008205478,0.00001742549,0.03140646,0.0003051731,0.0006192517,0.002987994],"study_design_scores_gemma":[0.001511814,0.0001944959,0.9769636,0.000203003,0.00002507156,0.0005255196,0.01557532,0.00001109774,0.003725944,0.0007719495,0.0002365462,0.0002556179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898984,0.0003168325,0.0005308962,0.0009188309,0.001038503,0.0002364377,0.00003964902,0.00006580597,0.006954605],"genre_scores_gemma":[0.9951514,0.00008870064,0.00003339849,0.0000930099,0.00002451718,0.00001624882,0.0001800476,0.00002326098,0.004389416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02768052,"threshold_uncertainty_score":0.9999573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05396822878181114,"score_gpt":0.341624578066863,"score_spread":0.2876563492850518,"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."}}