{"id":"W4389778719","doi":"10.1002/hed.27600","title":"A comparison of timing and patterns of treatment failure, and survival outcomes after progression between <scp>HPV</scp>+ and <scp>HPV</scp>− patients undergoing chemoradiation for oropharyngeal squamous cell carcinomas","year":2023,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; London Health Sciences Centre","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Proportional hazards model; Oncology; Internal medicine; Multivariate analysis; Survival analysis; Univariate analysis","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001395192,0.000289209,0.001070664,0.0001662292,0.0001296301,0.0000190888,0.00003959966,0.0001202356,0.000002133216],"category_scores_gemma":[0.0001548705,0.0002298733,0.00008487544,0.0001465349,0.00007913169,0.00009790024,0.00009380647,0.0000979813,0.000001320966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009271724,"about_ca_system_score_gemma":0.00007360489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001944737,"about_ca_topic_score_gemma":0.0003497234,"domain_scores_codex":[0.9983808,0.00004903301,0.0005017896,0.0004053011,0.0002754799,0.0003875507],"domain_scores_gemma":[0.9983575,0.0009383965,0.0002343414,0.0001769969,0.0001107992,0.0001819627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000470404,0.0001946707,0.9835912,0.001731955,0.00007684587,0.000006256099,0.004853234,0.000001526994,0.0002883339,0.000001996566,0.0003018077,0.008905125],"study_design_scores_gemma":[0.006969201,0.002874632,0.9813162,0.0002568915,0.0002995842,0.000001425768,0.00155357,0.0003272887,0.005758363,0.00001076545,0.0005705025,0.0000615585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971136,0.001321958,0.00001874546,0.0001242095,0.00009816736,0.001004275,0.0001363445,0.00004670714,0.0001359193],"genre_scores_gemma":[0.9988048,0.000222419,0.0003570751,0.00002857662,0.00009204681,0.0001154715,0.0001331229,0.00004190228,0.0002045644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008843566,"threshold_uncertainty_score":0.9373962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04785859942795332,"score_gpt":0.3397241688056676,"score_spread":0.2918655693777143,"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."}}