{"id":"W2989782909","doi":"10.1002/hed.26022","title":"Pathologic response to neoadjuvant chemotherapy in HPV‐associated oropharynx cancer","year":2019,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"American Head and Neck Society","keywords":"Medicine; Docetaxel; Chemotherapy; Induction chemotherapy; Oncology; Neoadjuvant therapy; Internal medicine; Receiver operating characteristic; Radiology; Cancer; Cisplatin; Pathological","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003893806,0.000196924,0.000626676,0.0001369292,0.00004460946,0.000009627173,0.00008812053,0.0001165082,0.001073963],"category_scores_gemma":[0.0001678268,0.0001584773,0.00008138821,0.0004592143,0.00002849039,0.00004503082,0.00004440149,0.0002375135,0.0005022826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003779755,"about_ca_system_score_gemma":0.0002087065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004817692,"about_ca_topic_score_gemma":0.0004369945,"domain_scores_codex":[0.9984941,0.0001000027,0.00028705,0.0003880133,0.0002451276,0.000485727],"domain_scores_gemma":[0.999299,0.00009662221,0.00005128077,0.0003132246,0.00008057861,0.0001592638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01811534,0.000889945,0.6639876,0.0001734122,0.0001324488,0.001089599,0.009854852,0.00004038577,0.2137573,0.00002429627,0.03156509,0.06036974],"study_design_scores_gemma":[0.005783195,0.001376919,0.9359248,0.0004583345,0.00001421755,0.00001654708,0.0001900274,0.00005814608,0.002073714,0.00001919247,0.05387503,0.0002099151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795771,0.001606081,0.000001182774,0.01408252,0.0003400707,0.0007098449,0.00001771287,0.00009521154,0.003570318],"genre_scores_gemma":[0.9801277,0.0005689072,0.0001354226,0.01208269,0.00009327453,0.0001066747,0.000005299746,0.0000350377,0.006844983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2719372,"threshold_uncertainty_score":0.9998392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02427140000980547,"score_gpt":0.3357988895075716,"score_spread":0.3115274894977661,"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."}}