{"id":"W4398769706","doi":"10.7759/cureus.61022","title":"Comparison of Volumetric Modulated Arc Therapy (VMAT) and Conventional Intensity-Modulated Radiotherapy (IMRT) for Locally Advanced Head and Neck Squamous Cell Carcinoma: A Retrospective Cohort Study","year":2024,"lang":"en","type":"article","venue":"Cureus","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; Windsor Regional Hospital","funders":"","keywords":"Medicine; Radiation therapy; Head and neck; Head and neck squamous-cell carcinoma; Retrospective cohort study; Nuclear medicine; Arc (geometry); Radiology; Oncology; Head and neck cancer; Internal medicine; 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":[0.001548793,0.000268369,0.0004209563,0.0006796168,0.0004160415,0.0006486989,0.000426269,0.0003677911,0.0008120775],"category_scores_gemma":[0.003308417,0.0003281037,0.0007464034,0.001002833,0.0002457945,0.0005432128,0.0005482101,0.000440676,0.000231002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004619974,"about_ca_system_score_gemma":0.0006014136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005320789,"about_ca_topic_score_gemma":0.005310225,"domain_scores_codex":[0.9990183,0.0002089612,0.0001268652,0.000303425,0.0002124495,0.0001300033],"domain_scores_gemma":[0.9979072,0.0003456119,0.0009805914,0.0002915609,0.0002582978,0.0002168682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002467,0.00003210896,0.9984069,0.000008455403,0.00008469369,0.00007444626,0.00005124323,0.00003067657,0.0001131649,0.000008215218,0.00003737828,0.000905916],"study_design_scores_gemma":[0.00002325946,0.0006113706,0.9974881,0.00001106965,0.00009631753,0.0006663276,0.0003808996,0.0001921856,0.00009664758,0.00001756622,0.0004080885,0.000008163996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991925,0.00026135,0.00009557447,0.000009288973,0.000006671763,0.00001688206,0.000295901,0.000001702222,0.0001200734],"genre_scores_gemma":[0.999057,0.0001575523,0.0001058221,0.0000146467,0.000008831561,0.00001809209,0.0005360062,0.000003187851,0.00009882615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005320789,"threshold_uncertainty_score":0.01057965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02697957916810255,"score_gpt":0.3329700179104935,"score_spread":0.305990438742391,"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."}}