{"id":"W4417422797","doi":"10.12982/osr.2026.002","title":"Salivary Metabolomics for Early Detection of Oral Squamous Cell Carcinoma: A Systematic Review and Meta-Analysis","year":2025,"lang":"","type":"article","venue":"Oral Sciences Reports","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metabolomics; Data extraction; Population; Saliva; MEDLINE; Oral Cancers; Systematic review; Large sample","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01519993,0.002654007,0.01544987,0.008185564,0.0007111368,0.003086126,0.00186106,0.001912817,0.0033101],"category_scores_gemma":[0.03216249,0.001220065,0.03424137,0.008402868,0.0005954176,0.001728849,0.001531817,0.001550767,0.0002936824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002580329,"about_ca_system_score_gemma":0.004717288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006828002,"about_ca_topic_score_gemma":0.01695441,"domain_scores_codex":[0.9910301,0.003883986,0.002736002,0.0009283528,0.001102985,0.0003185998],"domain_scores_gemma":[0.9811551,0.01395525,0.002362129,0.000666466,0.001629815,0.0002312932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001349614,0.00002614986,0.006923108,0.4828619,0.4906879,0.000169058,0.00008866231,0.0004955927,0.0002594288,0.0001457585,0.0007851199,0.01620765],"study_design_scores_gemma":[0.000253322,0.0001423306,0.005490241,0.03622949,0.955408,0.0001169624,0.00004916817,0.000205752,0.0001195274,0.0001797818,0.001779708,0.00002565084],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002846913,0.9957152,0.0004307001,0.0001992301,0.00009080304,0.0001967018,0.0003669386,0.00001550386,0.0001380113],"genre_scores_gemma":[0.1101796,0.884489,0.002319888,0.0006449147,0.0002735128,0.0009368094,0.0008800467,0.00002340794,0.0002528229],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01544987,"threshold_uncertainty_score":0.08038586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05944162682332969,"score_gpt":0.3583587987289157,"score_spread":0.298917171905586,"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."}}