{"id":"W4391747934","doi":"10.1002/hed.27656","title":"Lymph node yield: Impact on oncologic outcomes in oral cavity cancer","year":2024,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Lymph node; Concordance; Proportional hazards model; Neck dissection; Lymph; Retrospective cohort study; Cohort; Cancer; Internal medicine; Carcinoma; Dissection (medical); Primary tumor; Surgery; Oncology; Pathology; Metastasis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001562683,0.0002160697,0.0006194083,0.0001362082,0.00005169078,0.000021005,0.00006242153,0.0001102517,0.0005321547],"category_scores_gemma":[0.00009758111,0.0001351473,0.0001682487,0.0002938343,0.00004737513,0.00005770573,0.00003901215,0.0002885921,0.0002227191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007993767,"about_ca_system_score_gemma":0.0003963876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006211564,"about_ca_topic_score_gemma":0.00258016,"domain_scores_codex":[0.9987647,0.00002983805,0.000233229,0.0003313014,0.0002250539,0.0004158783],"domain_scores_gemma":[0.9994138,0.0001827101,0.00002089619,0.0002205842,0.00002827096,0.0001337781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003460402,0.0002980774,0.9412512,0.0002480985,0.0001435346,0.0006787924,0.0007063849,0.0000413114,0.0006638007,0.00009387197,0.02147242,0.03405647],"study_design_scores_gemma":[0.001057211,0.0005377588,0.9803157,0.0009429932,0.00005140063,0.0000191207,0.00006025828,0.0003036451,0.000239486,0.00006074042,0.01624878,0.0001629244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746669,0.003309887,0.00000165621,0.0101393,0.0007264205,0.0002492265,0.00003897879,0.0001422963,0.01072536],"genre_scores_gemma":[0.9928771,0.0005710446,0.00005560651,0.00348593,0.0002097591,0.00008507216,0.000004901895,0.00002400765,0.002686564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03906449,"threshold_uncertainty_score":0.9390068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06716137016604559,"score_gpt":0.4135177406379915,"score_spread":0.3463563704719459,"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."}}