{"id":"W4313249948","doi":"10.1186/s40463-022-00563-z","title":"Evaluating contralateral neck failure in patients with lateralized OPSCC treated with transoral robotic surgery and neck management based on pre-operative SPECT-CT lymphatic mapping","year":2022,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Neck dissection; Surgery; Radiation therapy; Radiology; Lymphatic system; Retrospective cohort study; Primary tumor; Carcinoma; Cancer; Metastasis; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005291979,0.0002488856,0.0002469076,0.0006493015,0.0002572415,0.0004658765,0.0002734616,0.0002211818,0.001617886],"category_scores_gemma":[0.001162009,0.0001073836,0.0003539933,0.0004151725,0.0003343025,0.0003245618,0.0005269555,0.0002409838,0.0002538462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004302194,"about_ca_system_score_gemma":0.0005020921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002002311,"about_ca_topic_score_gemma":0.003807432,"domain_scores_codex":[0.9997646,0.00003967378,0.00003046383,0.00004580923,0.00006666603,0.00005277782],"domain_scores_gemma":[0.9992944,0.0001076954,0.000304003,0.00003638237,0.0001133358,0.0001441597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008812574,0.00001210756,0.9979082,0.000007291231,0.000008687624,0.0003987112,0.00002661726,0.00002958632,0.0003592186,0.000004683026,0.00003069899,0.001126045],"study_design_scores_gemma":[0.000009295013,0.0004089667,0.9926537,0.00001247429,0.00004098665,0.00539119,0.0003651683,0.0002902598,0.0005079382,0.00002174017,0.0002925132,0.000005798006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991953,0.0001403694,0.00006078948,0.000008590175,0.000002497884,0.000007670587,0.00007448139,0.000001939741,0.0005083901],"genre_scores_gemma":[0.9996183,0.00005913054,0.00006984364,0.000009898919,0.00000478278,0.000006335465,0.0001620232,0.000001078679,0.00006857268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002002311,"threshold_uncertainty_score":0.00541234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02379440809508591,"score_gpt":0.2810874065978762,"score_spread":0.2572929985027902,"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."}}