{"id":"W4292213007","doi":"10.1001/jamaoncol.2022.3467","title":"Caution Regarding Assessment of Toxic Effects and Survival in Treatment De-escalation With Radiotherapy vs Transoral Surgery for Human Papillomavirus–Associated Oropharyngeal Cancer—Reply","year":2022,"lang":"en","type":"letter","venue":"JAMA Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Otorhinolaryngology; Neurology; Family medicine; MEDLINE; General surgery; Psychiatry","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":[0.0006341215,0.0003103018,0.00204366,0.0002774366,0.0001415593,0.000009391872,0.0000461157,0.0004582877,0.00005302957],"category_scores_gemma":[0.00004199559,0.0002553749,0.0001772463,0.0001912827,0.0001007617,0.00004971984,0.00001244523,0.0005950574,4.671285e-8],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005205547,"about_ca_system_score_gemma":0.001019395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00288492,"about_ca_topic_score_gemma":0.002805694,"domain_scores_codex":[0.9977841,0.0005898924,0.0004698232,0.0004486303,0.0002663684,0.0004411995],"domain_scores_gemma":[0.9980828,0.001288316,0.0003407849,0.0001546429,0.0000766379,0.00005686893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009431647,0.00161185,0.6262869,0.004683748,0.004121512,0.002607116,0.00410357,0.00008557516,0.01046864,0.00005249534,0.2233006,0.1132464],"study_design_scores_gemma":[0.02418292,0.02669013,0.6464563,0.0009909647,0.001114528,0.00005174076,0.0001250013,0.0004190057,0.000454671,0.00003105099,0.2989875,0.000496171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8111902,0.002008021,0.0001400436,0.183478,0.000686797,0.002014501,0.0001322748,0.00004492628,0.0003052066],"genre_scores_gemma":[0.8775359,0.005876407,0.0006871861,0.1074009,0.002224911,0.003903698,0.001327681,0.0001666352,0.000876649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1127502,"threshold_uncertainty_score":0.9999899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03700598695788986,"score_gpt":0.3658940959846155,"score_spread":0.3288881090267256,"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."}}