{"id":"W2748605114","doi":"10.1016/j.radonc.2017.06.018","title":"Lymph node ratio relationship to regional failure and distant metastases in oral cavity cancer","year":2017,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Perineural invasion; Lymph node; Neck dissection; Internal medicine; Lymphovascular invasion; Cancer; Chemotherapy; Retrospective cohort study; Dissection (medical); Lymph; Radiation therapy; Surgery; Oncology; Gastroenterology; Metastasis; Pathology","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":[0.0001880942,0.00009376838,0.0003674727,0.00005369774,0.0002515232,0.0000185202,0.00003978368,0.0000771021,0.00004127896],"category_scores_gemma":[0.00007182456,0.00007331458,0.00002159677,0.0000395626,0.0001706521,0.00006845396,0.00001823634,0.00009643847,7.467334e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002663386,"about_ca_system_score_gemma":0.0001673758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001031803,"about_ca_topic_score_gemma":0.009540929,"domain_scores_codex":[0.9993872,0.00005782428,0.0001320648,0.0002019998,0.00006621993,0.0001546778],"domain_scores_gemma":[0.9995494,0.0001169755,0.00005234038,0.0001537525,0.00002535525,0.000102117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009180706,0.0001000183,0.9407565,0.00004852952,0.00008731732,0.0000872841,0.00206617,0.000006741982,0.002326199,0.002290429,0.005394607,0.04591815],"study_design_scores_gemma":[0.002916478,0.0003112877,0.8259165,0.00006135393,0.00003013553,0.00005231035,0.0001249082,0.0001023689,0.0000717578,0.0001479209,0.1701751,0.00008981866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9433461,0.006238446,0.0001680748,0.04952414,0.000119739,0.0002174188,0.00001689317,0.00001121998,0.000357937],"genre_scores_gemma":[0.9914517,0.002902134,0.00207699,0.002956869,0.0001571678,0.00006481551,0.000003948177,0.000009055774,0.0003772592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1647805,"threshold_uncertainty_score":0.5324062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06029560829166797,"score_gpt":0.386804190570772,"score_spread":0.326508582279104,"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."}}