{"id":"W2093631473","doi":"10.1002/hed.24065","title":"Salvage surgery for locally recurrent oropharyngeal cancer","year":2015,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Salvage surgery; Salvage therapy; Surgery; Radiation therapy; Tracheotomy; Gastrostomy; Chemotherapy","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":[0.0002471764,0.0001672685,0.0005935597,0.00006415194,0.00007037614,0.0000106891,0.00005171049,0.0000686269,0.00008840751],"category_scores_gemma":[0.0001916088,0.0001347172,0.0001472264,0.0001484997,0.00005409951,0.00005863185,0.00003432129,0.0001315932,0.00007217339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001999037,"about_ca_system_score_gemma":0.0006639033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002637418,"about_ca_topic_score_gemma":0.000431915,"domain_scores_codex":[0.9987391,0.00002220858,0.0002801503,0.0002832827,0.0002643119,0.0004109246],"domain_scores_gemma":[0.999038,0.0001196708,0.00005321136,0.0002184692,0.0002371083,0.0003335131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001461884,0.0002323996,0.03312639,0.0004486128,0.0001105392,0.00006967235,0.0007689984,0.000002217185,0.0003962851,0.00009908702,0.8535028,0.1097812],"study_design_scores_gemma":[0.004192516,0.001356093,0.06562159,0.001093594,0.0001671885,0.00003810909,0.000259411,0.0003625591,0.001624768,0.0001461215,0.9247577,0.0003803821],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.940614,0.02766582,0.0003176125,0.0164821,0.003487912,0.001155904,0.00009813984,0.0002024652,0.009976022],"genre_scores_gemma":[0.9880666,0.001494677,0.000677758,0.004263736,0.001804076,0.00044168,0.0000485697,0.00006004947,0.003142884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1094008,"threshold_uncertainty_score":0.5493608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1120696240374796,"score_gpt":0.3736029215789779,"score_spread":0.2615332975414983,"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."}}