{"id":"W4409268172","doi":"10.7759/cureus.81881","title":"Exploring Surgical Oncology-Based Comparative and Systematic Analysis of the Diagnostic Potential of Various Novel Biomarkers in Head and Neck Squamous Cell Carcinoma","year":2025,"lang":"en","type":"review","venue":"Cureus","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Head and neck squamous-cell carcinoma; Head and neck; Oncology; Basal cell; Head and neck cancer; Internal medicine; Pathology; General surgery; Cancer; Surgery","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":[0.01158347,0.001417881,0.009028002,0.01202544,0.0005283238,0.002734903,0.001489727,0.001556848,0.003372933],"category_scores_gemma":[0.04514756,0.0007723895,0.007779723,0.009908429,0.0007903313,0.002079234,0.001593653,0.0009090876,0.0002479521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0032843,"about_ca_system_score_gemma":0.01122018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00512238,"about_ca_topic_score_gemma":0.01717734,"domain_scores_codex":[0.9901607,0.003771046,0.003972734,0.0005685778,0.001278484,0.0002485001],"domain_scores_gemma":[0.9697184,0.02316199,0.003820432,0.0005121673,0.0025325,0.0002544509],"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":[0.0001966891,0.00001239792,0.0006130869,0.9602021,0.01533194,0.0000698055,0.000115946,0.00007435314,0.0002114654,0.0002172889,0.0004287886,0.02252615],"study_design_scores_gemma":[0.0003320356,0.0003233409,0.005027,0.8004372,0.1773611,0.0003646103,0.0002372845,0.0001277349,0.0003142768,0.0005328799,0.01490198,0.00004066716],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00133748,0.997236,0.0001865434,0.0001736401,0.0001062693,0.0004120774,0.0002644082,0.000006508321,0.000277283],"genre_scores_gemma":[0.02306034,0.9740247,0.0009501677,0.0004707621,0.00008318038,0.0009653388,0.0003102178,0.000006212482,0.0001291321],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01202544,"threshold_uncertainty_score":0.06126004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1199034818384033,"score_gpt":0.3654568718873436,"score_spread":0.2455533900489403,"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."}}