{"id":"W2894239214","doi":"10.1016/j.pvr.2018.09.002","title":"Long-term survival and swallowing outcomes in advanced stage oropharyngeal squamous cell carcinomas","year":2018,"lang":"en","type":"article","venue":"Papillomavirus Research","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"University of Alberta","keywords":"Medicine; Stage (stratigraphy); Internal medicine; Swallowing; Dysphagia; Surrogate endpoint; Oncology; Cancer; Multivariate analysis; Overall survival; Surgery; Gastroenterology","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":[0.001055557,0.000233173,0.0006808328,0.0003656067,0.0003106716,0.00004193898,0.0001727651,0.0001099148,0.000250778],"category_scores_gemma":[0.0003230308,0.0001906692,0.0000743429,0.0004772446,0.0004641291,0.0001390869,0.0003292274,0.0006072312,0.0001523718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002281983,"about_ca_system_score_gemma":0.0002056495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009068163,"about_ca_topic_score_gemma":0.001860526,"domain_scores_codex":[0.9969911,0.0002285204,0.000350852,0.0005876223,0.0008714242,0.0009705031],"domain_scores_gemma":[0.9985085,0.000447017,0.00003384581,0.0004391678,0.0002543777,0.0003170686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006306112,0.0002232585,0.9538305,0.000293747,0.00002518054,0.0006653403,0.001362267,2.016927e-7,0.03198426,0.00003999956,0.0000979261,0.0108467],"study_design_scores_gemma":[0.0044306,0.001414316,0.9795089,0.00009243633,0.00001431818,0.000006362884,0.0006435286,0.00002154099,0.01191503,0.00001666311,0.001730588,0.0002056846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709544,0.003717516,0.000003279438,0.0005037264,0.0002327159,0.0006410154,0.00001482521,0.0000535849,0.023879],"genre_scores_gemma":[0.9900015,0.0006963506,0.0001184172,0.0001043628,0.0002128854,0.00007118165,0.000006547479,0.00004627511,0.008742475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02567843,"threshold_uncertainty_score":0.7775264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08846107130191677,"score_gpt":0.409764189213497,"score_spread":0.3213031179115802,"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."}}