{"id":"W1985273410","doi":"10.1002/hed.21854","title":"Patterns of failure and histopathologic outcome predictors following definitive radiotherapy and planned neck dissection with residual disease","year":2011,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Neck dissection; Dissection (medical); Head and neck cancer; Lymphovascular invasion; Cohort; Head and neck squamous-cell carcinoma; Surgery; Radiation therapy; Cancer; Radiology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008210936,0.0001747111,0.000435311,0.00007579452,0.0000945332,0.00000610328,0.00002902121,0.00005749033,0.00002262252],"category_scores_gemma":[0.0000432199,0.0001233447,0.00004669018,0.00006919118,0.00007924458,0.00008201288,0.000021846,0.0001253068,6.327034e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004360143,"about_ca_system_score_gemma":0.000039425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001219655,"about_ca_topic_score_gemma":0.0002677509,"domain_scores_codex":[0.9990927,0.00003678436,0.0002181055,0.0002848782,0.0001601664,0.0002073556],"domain_scores_gemma":[0.9995245,0.00004111254,0.00006990292,0.0001556199,0.00003319462,0.0001757201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001496811,0.00009356881,0.9938731,0.000203996,0.00007644114,0.0003131366,0.003149848,1.348424e-7,0.0002371849,0.00004820332,0.0001165584,0.0003909953],"study_design_scores_gemma":[0.002527772,0.002321149,0.9931566,0.0004386893,0.0001712464,0.00007239312,0.0006998594,0.000006322606,0.0001658611,0.00002841729,0.0002784281,0.0001332621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967222,0.001936979,0.00005517957,0.0004264934,0.00008903874,0.0003127388,0.00003921922,0.00005475209,0.0003633563],"genre_scores_gemma":[0.9985767,0.0002563149,0.0006530731,0.0002406562,0.00006341805,0.00003131796,0.00001317291,0.00002228151,0.0001430829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002449989,"threshold_uncertainty_score":0.5029851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0370311675609517,"score_gpt":0.2823196991058437,"score_spread":0.245288531544892,"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."}}