{"id":"W4399405642","doi":"10.1016/j.ijrobp.2023.12.014","title":"Optimizing Therapy: The Art and Science of Modern Head and Neck Radiation","year":2024,"lang":"en","type":"editorial","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Head and neck; Head (geology); Medicine; Medical physics; Surgery; Geology","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":[0.01243878,0.003999138,0.004132849,0.003165597,0.00266731,0.009343554,0.004147142,0.01569179,0.00760894],"category_scores_gemma":[0.03651781,0.001214386,0.002721437,0.001606614,0.003758969,0.005316521,0.001700629,0.02567226,0.00433164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003899306,"about_ca_system_score_gemma":0.005269471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002706037,"about_ca_topic_score_gemma":0.008509878,"domain_scores_codex":[0.9918638,0.00207259,0.0009048621,0.0006520244,0.004159953,0.000346732],"domain_scores_gemma":[0.9556495,0.02659755,0.001444645,0.0008456766,0.01173891,0.003723803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000286755,0.00001220041,0.00002281745,0.0003494702,0.00002419055,0.00005358679,0.00001857464,0.00004634959,0.00004196339,0.0006770756,0.9899114,0.008813804],"study_design_scores_gemma":[0.00004365432,0.00003619298,0.0002187173,0.0006767594,0.00006671609,0.0002618855,0.00005659049,0.0002104536,0.0000800284,0.002705692,0.9956182,0.00002509605],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001982203,0.01665961,0.0001418157,0.03120329,0.9510792,0.00000754643,0.00001850109,0.00002433598,0.0008459596],"genre_scores_gemma":[0.0002145842,0.007831547,0.00007707928,0.009664673,0.9802371,0.0000058347,0.000006268644,0.00001357451,0.001949379],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01569179,"threshold_uncertainty_score":0.06578332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02311387891489406,"score_gpt":0.3581377447561466,"score_spread":0.3350238658412525,"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."}}