{"id":"W3013533566","doi":"10.1002/hed.26147","title":"Neoadjuvant chemotherapy followed by surgery for <scp>HPV</scp>‐associated locoregionally advanced oropharynx cancer","year":2020,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Internal medicine; Chemotherapy; Cohort; Oncology; Stage (stratigraphy); Prospective cohort study; 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":[0.000155665,0.0003740497,0.001160495,0.00005693399,0.0001851656,0.00002055937,0.0001253321,0.00016209,0.0001601546],"category_scores_gemma":[0.0005867627,0.0003293872,0.0003964886,0.0004174763,0.00008284231,0.000109343,0.00003537525,0.000241424,0.00004294006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000212777,"about_ca_system_score_gemma":0.0004590821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001098146,"about_ca_topic_score_gemma":0.0001053393,"domain_scores_codex":[0.9976983,0.00003643835,0.0005050694,0.000603613,0.0004205247,0.0007360327],"domain_scores_gemma":[0.9983543,0.0005183186,0.0001934381,0.0002365886,0.0002626206,0.000434783],"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":[0.0006651034,0.000278213,0.02521946,0.000294744,0.0004053587,0.0000517899,0.001044993,0.000006775824,0.02685902,0.00001651029,0.9187392,0.02641884],"study_design_scores_gemma":[0.009453026,0.001029955,0.04849394,0.0005533927,0.0001678377,0.000007888352,0.0002186456,0.0005375893,0.009748525,0.00004002579,0.9294798,0.0002694112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9447447,0.01325299,0.0001980206,0.03735134,0.00062758,0.001512736,0.0003344949,0.0003717217,0.001606422],"genre_scores_gemma":[0.9279219,0.006845613,0.0006685259,0.05464882,0.001057499,0.0009331468,0.0003920795,0.000216388,0.007316053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02614943,"threshold_uncertainty_score":0.9999158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03725700066115292,"score_gpt":0.3107819579053657,"score_spread":0.2735249572442128,"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."}}