{"id":"W3090364346","doi":"10.1002/lary.29045","title":"Pre‐ and Post‐Radiotherapy Radiologic Nodal Features and Oropharyngeal Cancer Outcomes","year":2020,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Princess Margaret Cancer Centre; CancerCare Manitoba; University of Toronto","funders":"","keywords":"Radiation therapy; Medicine; Cancer; NODAL; Radiology; Oncology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00007831622,0.0001712559,0.0004839732,0.0000176703,0.0001507659,0.00002108616,0.00007594608,0.00005757682,0.0001109451],"category_scores_gemma":[0.0000555243,0.00008981433,0.00004316272,0.00008532,0.0001835909,0.00005174146,0.00006965116,0.0002101534,0.000004385475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000209527,"about_ca_system_score_gemma":0.00004850216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006687263,"about_ca_topic_score_gemma":0.00009341824,"domain_scores_codex":[0.9992383,0.00004844266,0.0001243989,0.00024908,0.0001194156,0.000220338],"domain_scores_gemma":[0.9995522,0.0001090091,0.00003448916,0.0001296467,0.00002828805,0.0001463572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002970706,0.0001110978,0.7907631,0.0005656553,0.001213518,0.0001260166,0.02272475,0.000003688752,0.1060353,0.000633963,0.04015494,0.03469724],"study_design_scores_gemma":[0.001677675,0.0008562875,0.9859943,0.00004603836,0.0001034939,0.00006812128,0.0001768617,0.00004935902,0.00074073,0.00001618945,0.01014137,0.0001295702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.870251,0.03631195,0.000004265175,0.09174129,0.00009753916,0.0003403638,0.00001964839,0.00004541527,0.001188508],"genre_scores_gemma":[0.9533913,0.01063283,0.0001495602,0.03402852,0.0003510952,0.00003664416,0.000003753027,0.00002171387,0.001384663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1952312,"threshold_uncertainty_score":0.3662522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02157118461301696,"score_gpt":0.3076464958058082,"score_spread":0.2860753111927913,"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."}}