{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004592635,0.0001357383,0.0001876426,0.0007096207,0.0002650695,0.0003533977,0.0002162645,0.0002007251,0.0009422245],"category_scores_gemma":[0.001880192,0.0001309334,0.0002195936,0.0009442299,0.000331062,0.0002542989,0.0003585248,0.0002042199,0.0001022558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002478288,"about_ca_system_score_gemma":0.0004704839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001994992,"about_ca_topic_score_gemma":0.003557998,"domain_scores_codex":[0.9997244,0.0000518299,0.00004253689,0.00004282825,0.00008610242,0.00005223342],"domain_scores_gemma":[0.9989259,0.0001814952,0.0007061816,0.0000275526,0.00006949644,0.00008936798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008713402,0.00001126794,0.9953269,0.000057474,0.00002939473,0.0006008524,0.0000580945,0.0000274972,0.0004059273,0.00001118786,0.00003919225,0.00334511],"study_design_scores_gemma":[0.000003240079,0.000132123,0.99457,0.00003027296,0.00004660174,0.004357475,0.0002770541,0.0000790622,0.0002153965,0.00002073716,0.0002651804,0.000002777048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981883,0.001348914,0.0000477212,0.00002169565,0.000003576289,0.000006487704,0.0000509326,0.000001235492,0.0003311381],"genre_scores_gemma":[0.9993657,0.000459494,0.00004312523,0.00001199167,0.000006775352,0.000005310433,0.00005881705,5.253955e-7,0.00004814978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001994992,"threshold_uncertainty_score":0.003966689,"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."}}