{"id":"W4398252433","doi":"10.1002/hed.27802","title":"Outcomes for potentially Resectable patients undergoing primary chemoradiation treatment for <scp>T1</scp>–<scp>T2 HPV</scp> Negative oropharyngeal squamous cell carcinoma","year":2024,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Internal medicine; Oncology; Stage (stratigraphy); Overall survival; Head and neck squamous-cell carcinoma; Radiation therapy; Basal cell; Head and neck; Head and neck cancer; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001792562,0.0005131452,0.001008917,0.0002293526,0.000397053,0.0001001236,0.0001256721,0.000193387,0.00001137298],"category_scores_gemma":[0.0006576217,0.0004214996,0.0004511132,0.0003103319,0.00006493741,0.0002669297,0.00007232655,0.0001949459,0.00005394137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001120386,"about_ca_system_score_gemma":0.0007613247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003115058,"about_ca_topic_score_gemma":0.0002891688,"domain_scores_codex":[0.9971554,0.0000510443,0.0005949899,0.0008194962,0.0004528242,0.0009262501],"domain_scores_gemma":[0.9965733,0.002302589,0.0001522266,0.0003722923,0.0003049937,0.0002945878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001478601,0.005603211,0.5528616,0.01882806,0.001979355,0.0003900394,0.03439474,0.0001572441,0.009797998,0.0006259297,0.3097896,0.0640936],"study_design_scores_gemma":[0.03880647,0.01943886,0.772972,0.0005787481,0.00172277,0.00001982122,0.001789028,0.00218293,0.04430731,0.0007599454,0.1170579,0.0003641698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799389,0.003815412,0.0003545858,0.0005659459,0.001190898,0.003314479,0.0003467126,0.0002394271,0.0102337],"genre_scores_gemma":[0.9772176,0.0002179714,0.00240167,0.0006853092,0.0006796134,0.0009686765,0.0004505743,0.0001432973,0.0172353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2201104,"threshold_uncertainty_score":0.9998237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02675571983111463,"score_gpt":0.2908695347283023,"score_spread":0.2641138148971877,"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."}}