{"id":"W4411285871","doi":"10.2196/69484","title":"Salivary MicroRNAs as Potential Noninvasive Biomarkers for the Diagnosis of Nasopharyngeal Carcinoma: Protocol for a Scoping Review","year":2025,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"MicroRNA in disease regulation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nasopharyngeal carcinoma; Preprint; Biomarker; Protocol (science); microRNA; Medicine; Oncology; Bioinformatics; Internal medicine; Biology; Pathology; Computer science; Radiation therapy; Alternative medicine; Genetics; World Wide Web; Gene","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.1063801,0.004523344,0.008593188,0.01640002,0.004983073,0.007391316,0.006002457,0.010238,0.05041739],"category_scores_gemma":[0.1145792,0.004313574,0.01387376,0.0125883,0.004575017,0.007081768,0.007057838,0.006564306,0.011441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01351922,"about_ca_system_score_gemma":0.09029344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004851907,"about_ca_topic_score_gemma":0.009587811,"domain_scores_codex":[0.9385819,0.02434915,0.0246453,0.003127671,0.006773271,0.002522728],"domain_scores_gemma":[0.9127696,0.0299609,0.01388589,0.007522105,0.03288534,0.002976292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.003906955,0.0004615534,0.001085796,0.7830527,0.001309465,0.001551862,0.00583568,0.001672947,0.004322028,0.01061096,0.07397004,0.11222],"study_design_scores_gemma":[0.004740638,0.001219039,0.00379093,0.5083941,0.00334706,0.0008103,0.002781463,0.000664139,0.002425562,0.009051031,0.4623731,0.0004026688],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003678946,0.003212684,0.002800156,0.001134129,0.0007104164,0.9866204,0.003548138,0.00009984101,0.001506318],"genre_scores_gemma":[0.0003721953,0.002533354,0.007822284,0.0004367424,0.00006678033,0.987215,0.000895602,0.00001034502,0.0006476357],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1063801,"threshold_uncertainty_score":0.5625983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2101073858179402,"score_gpt":0.556488193987967,"score_spread":0.3463808081700268,"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."}}