{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002205423,0.0001144302,0.0006426731,0.00007404204,0.00004598681,0.000004565673,0.00003227919,0.0001448325,0.0001944864],"category_scores_gemma":[0.0000550298,0.00008440116,0.00002680751,0.0003947124,0.0001102091,0.0000303088,0.00005033979,0.0002081136,0.00002480326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00025539,"about_ca_system_score_gemma":0.0002600194,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003565466,"about_ca_topic_score_gemma":0.0183892,"domain_scores_codex":[0.9990592,0.00006407941,0.0001726194,0.0002414433,0.0001118196,0.000350858],"domain_scores_gemma":[0.9996028,0.0001081575,0.00004459828,0.000083302,0.00006037655,0.00010076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001380717,0.0002245032,0.9487377,0.00003760654,0.0001867058,0.001413096,0.0008352862,0.00000251761,0.0004667974,0.00006800206,0.01704421,0.02960279],"study_design_scores_gemma":[0.00830598,0.002751081,0.8980491,0.00009537692,0.00005213014,0.00002072694,0.0001306056,0.0003717059,0.00006289097,0.00002801811,0.09000278,0.0001296191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809043,0.0002812804,2.952046e-7,0.01639515,0.0002821725,0.0001834313,0.0000227523,0.00006981688,0.001860812],"genre_scores_gemma":[0.9924908,0.0005766862,0.00005247818,0.0007995849,0.0001243041,0.00006479321,0.00002053899,0.00001719932,0.005853601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07295857,"threshold_uncertainty_score":0.9995226,"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."}}