{"id":"W4407381812","doi":"10.32604/or.2025.060601","title":"Current innovations in head and neck cancer: From diagnostics to therapeutics","year":2025,"lang":"en","type":"review","venue":"Oncology Research Featuring Preclinical and Clinical Cancer Therapeutics","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Head and neck cancer; Medicine; Head and neck; Current (fluid); Cancer; Medical physics; Internal medicine; Engineering; Surgery","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":[0.003895154,0.0008600082,0.001202328,0.002863774,0.0006878033,0.003792461,0.001082362,0.002426835,0.006578494],"category_scores_gemma":[0.006405872,0.000323447,0.001019114,0.002947634,0.002225926,0.005340413,0.00152727,0.003777069,0.002146826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00230994,"about_ca_system_score_gemma":0.005129814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001845755,"about_ca_topic_score_gemma":0.002374151,"domain_scores_codex":[0.997784,0.0005589055,0.0002785945,0.0002935425,0.0009153712,0.0001696758],"domain_scores_gemma":[0.992745,0.004548589,0.000510163,0.000176041,0.001681379,0.0003387396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001231245,0.00009018281,0.0009681928,0.02468075,0.0001403401,0.0003184446,0.0003724321,0.0006712458,0.001963697,0.02459075,0.0641195,0.8819613],"study_design_scores_gemma":[0.00001972845,0.0001474518,0.001112347,0.01162913,0.0001735615,0.0009756928,0.0004050292,0.0002469247,0.000809895,0.01917811,0.9652583,0.00004385314],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003315782,0.9837855,0.0009743182,0.01056468,0.001581863,0.000014731,0.00005131366,0.00003262161,0.0026633],"genre_scores_gemma":[0.004018134,0.9857503,0.001320328,0.005877326,0.002096531,0.00002445818,0.00006627562,0.000009629432,0.0008370251],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006578494,"threshold_uncertainty_score":0.02200729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4949985518384427,"score_gpt":0.636912791138424,"score_spread":0.1419142392999814,"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."}}