{"id":"W4410938319","doi":"10.21608/adjalexu.2025.373917.1616","title":"BACTERIAL MICROBIOTA DYSBIOSIS: A NOVEL APPROACH ELUCIDATING ORAL CANCER","year":2025,"lang":"en","type":"article","venue":"Alexandria Dental Journal","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Biotechnology Research Institute","funders":"","keywords":"Dysbiosis; Cancer; Biology; Computational biology; Microbiology; Microbiome; Bioinformatics; 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":[0.0003278089,0.0005669584,0.0008753289,0.002388807,0.0004312496,0.001077504,0.0002267425,0.0004926628,0.001253175],"category_scores_gemma":[0.0002987561,0.000187117,0.000694065,0.001875642,0.0002642746,0.000509026,0.0006275247,0.0005253832,0.0003399178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004295674,"about_ca_system_score_gemma":0.0006064369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001206569,"about_ca_topic_score_gemma":0.001906707,"domain_scores_codex":[0.9997794,0.00003076221,0.00001155857,0.00006641609,0.00007101677,0.00004086399],"domain_scores_gemma":[0.9998885,0.00001537418,0.00003841437,0.00000815712,0.00002733217,0.0000222077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001758708,0.0004664907,0.1698469,0.004264003,0.0007067221,0.001161615,0.0005833597,0.002253775,0.5867139,0.00134273,0.003691289,0.2272105],"study_design_scores_gemma":[0.00008936897,0.002134888,0.7545897,0.001108319,0.002002228,0.004549337,0.003008347,0.03481286,0.1308072,0.008098858,0.05863096,0.0001678807],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8676022,0.08980821,0.0280904,0.001731137,0.0002801204,0.0003570953,0.005955242,0.0004818885,0.005693763],"genre_scores_gemma":[0.9304479,0.03486044,0.02738174,0.0005592661,0.0001611152,0.0002209488,0.003900331,0.0000455568,0.002422718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002388807,"threshold_uncertainty_score":0.004192352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02599176293324942,"score_gpt":0.3355661526592369,"score_spread":0.3095743897259875,"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."}}