{"id":"W3113467741","doi":"10.1002/hed.26582","title":"Muscle invasion in oropharyngeal carcinoma undergoing transoral robotic surgery","year":2020,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Lymphovascular invasion; Medicine; Perineural invasion; Pathological; Stage (stratigraphy); Surgical margin; T-stage; Carcinoma; Transoral robotic surgery; Retrospective cohort study; Basal cell; Resection margin; Internal medicine; Oncology; Pathology; Surgery; Overall survival; Metastasis; Cancer; Resection; Biology","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":[0.0001045329,0.0001641929,0.0006402854,0.00008307913,0.00006702839,0.00001036985,0.00005126272,0.00006997938,0.0001402229],"category_scores_gemma":[0.0001221729,0.0001490161,0.0001264776,0.0003597244,0.00004050426,0.00009378185,0.0000298792,0.0002405823,0.00008941432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009470036,"about_ca_system_score_gemma":0.0002781273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002760716,"about_ca_topic_score_gemma":0.0007618807,"domain_scores_codex":[0.9987046,0.00004994082,0.0003231491,0.0003288153,0.0002174397,0.0003761112],"domain_scores_gemma":[0.9993811,0.0001705268,0.00003240461,0.0001512111,0.00002903396,0.0002356873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008832401,0.0003501716,0.9288071,0.002006755,0.00005273709,0.001987565,0.006041473,0.0001338874,0.01487038,0.00008213879,0.01858894,0.02619559],"study_design_scores_gemma":[0.002501751,0.0005855534,0.9887243,0.0006162093,0.00005115601,0.00002810352,0.0003812365,0.001048598,0.001244517,0.00002244546,0.004559739,0.0002364057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816402,0.001968763,0.00003169821,0.01406795,0.0001887254,0.0002326608,0.000002195377,0.0000811986,0.001786651],"genre_scores_gemma":[0.9952955,0.0003444264,0.000183902,0.003767669,0.0002647827,0.00001513858,0.00001167501,0.00002967119,0.00008726559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05991716,"threshold_uncertainty_score":0.6076699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08159729292152615,"score_gpt":0.2928711824026716,"score_spread":0.2112738894811454,"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."}}