{"id":"W2964842635","doi":"10.1002/hed.25887","title":"Transoral robotic surgery for head and neck malignancies: Imaging features in presurgical workup","year":2019,"lang":"en","type":"review","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; McGill University; Queen's University; University of Toronto","funders":"","keywords":"Transoral robotic surgery; Medicine; Head and neck; Head and neck cancer; Radiology; Surgery; Medical physics; Radiation therapy","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":[0.0004965056,0.000512632,0.0007584117,0.002998721,0.0002423347,0.0007995212,0.0005082716,0.0007571713,0.002300897],"category_scores_gemma":[0.001355158,0.0002201281,0.0005886057,0.001944025,0.0004630741,0.001158833,0.0004052258,0.000816024,0.0008280416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003949775,"about_ca_system_score_gemma":0.0008533786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001348873,"about_ca_topic_score_gemma":0.003068242,"domain_scores_codex":[0.9997712,0.00004933805,0.00005833626,0.00003286466,0.00007010279,0.0000182661],"domain_scores_gemma":[0.9995234,0.0002920165,0.00007812108,0.00001001423,0.00008079393,0.00001566483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004433723,0.00002765708,0.001564859,0.02100192,0.00009747678,0.001614467,0.0001503352,0.0002685618,0.001043562,0.001560656,0.01107332,0.9615528],"study_design_scores_gemma":[0.00001775049,0.0001518444,0.01304364,0.03780182,0.0006066713,0.0589783,0.0007506369,0.0002285007,0.001321159,0.002643972,0.8843911,0.00006465235],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003944472,0.9979751,0.0001238828,0.000173793,0.00008917527,0.000003686619,0.00001216217,0.000003446553,0.00122439],"genre_scores_gemma":[0.002944931,0.9960621,0.0003805884,0.000162552,0.0001360888,0.000004667092,0.00002590584,0.000001568986,0.0002815969],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002998721,"threshold_uncertainty_score":0.007697225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08894749069273568,"score_gpt":0.3768878031976625,"score_spread":0.2879403125049268,"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."}}