{"id":"W4394726991","doi":"10.1001/jamaoto.2024.0423","title":"Transoral Robotic Surgery and Radiation Volume Deintensification in Unknown Primary Squamous Cell Carcinoma of the Neck","year":2024,"lang":"en","type":"article","venue":"JAMA Otolaryngology–Head & Neck Surgery","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Public Health Ontario; Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Swallowing; Pharynx; Radiation therapy; Dysphagia; Transoral robotic surgery; Stage (stratigraphy); Primary tumor; Occult; Nasopharyngeal carcinoma; Surgery; Radiology; Internal medicine; Metastasis; Cancer; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001290736,0.000302208,0.0006025743,0.0001830486,0.0001659277,0.0004566695,0.0003299963,0.000359336,0.002000959],"category_scores_gemma":[0.002087976,0.0001840255,0.000855376,0.0002087272,0.0004186255,0.0003596039,0.0003127962,0.0004689204,0.0001418722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003469472,"about_ca_system_score_gemma":0.0008393924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000759596,"about_ca_topic_score_gemma":0.001768332,"domain_scores_codex":[0.9994799,0.000273384,0.0000522976,0.00006550355,0.00007447178,0.00005436497],"domain_scores_gemma":[0.9994299,0.0001956439,0.0002153461,0.00004686279,0.00003098644,0.00008135959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.542057,0.01567111,0.08494233,0.003483433,0.003374604,0.0001703501,0.0002771545,0.00237176,0.01099934,0.0002750138,0.0006023478,0.3357756],"study_design_scores_gemma":[0.07826078,0.7193832,0.1850021,0.0004153658,0.003171951,0.0005862367,0.0003213985,0.001912827,0.007555967,0.0002879756,0.00305989,0.00004234572],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956732,0.003153408,0.0002100533,0.00004853939,0.00004366643,0.0003153169,0.00005739298,0.000006744025,0.0004916758],"genre_scores_gemma":[0.9980034,0.0009983274,0.0003046158,0.00004026971,0.00004112557,0.0003043792,0.00006056856,0.000001182479,0.0002459837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002000959,"threshold_uncertainty_score":0.006826162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02005220988244467,"score_gpt":0.2470026595791357,"score_spread":0.2269504496966911,"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."}}