{"id":"W4319163761","doi":"10.1016/j.oraloncology.2023.106333","title":"High surgical volume is associated with improved survival in head and neck cancer","year":2023,"lang":"en","type":"article","venue":"Oral Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Percentile; Head and neck cancer; Head and neck squamous-cell carcinoma; Hazard ratio; Proportional hazards model; Cohort; Retrospective cohort study; Cancer; Internal medicine; Confidence interval","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":[0.0006161075,0.0001772329,0.0002312137,0.0007068359,0.0005285104,0.001068948,0.0003477611,0.0005202559,0.004061345],"category_scores_gemma":[0.003466252,0.000169334,0.0008739799,0.001412448,0.0004354,0.0005827936,0.0006430893,0.0007361794,0.0002208637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000503493,"about_ca_system_score_gemma":0.00103041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01402206,"about_ca_topic_score_gemma":0.02481093,"domain_scores_codex":[0.9995819,0.0001297391,0.00003656295,0.00005091788,0.00007740879,0.0001234435],"domain_scores_gemma":[0.9977407,0.0006082256,0.0008725089,0.0001171266,0.000191796,0.000469469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00022446,0.00004984052,0.9950748,0.0000458055,0.0002246014,0.00009716493,0.0001373477,0.00007790092,0.0001329037,0.00008650719,0.0004148128,0.003433885],"study_design_scores_gemma":[0.00000480122,0.00009572983,0.998639,0.00001531737,0.00008232719,0.00007733105,0.0004079557,0.00004030912,0.00003468215,0.00009312724,0.0005061243,0.000003340853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892662,0.005177494,0.00006528368,0.0008829049,0.0001113539,0.000006688345,0.0004479786,0.000005996589,0.004036234],"genre_scores_gemma":[0.9975715,0.001175108,0.00002902976,0.0001343694,0.00008840875,0.000002913886,0.0002137042,0.000002650362,0.0007824216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01402206,"threshold_uncertainty_score":0.02788085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03981359949992314,"score_gpt":0.3556197254063265,"score_spread":0.3158061259064034,"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."}}