{"id":"W3090982300","doi":"10.1002/hed.26495","title":"Role of physician density in predicting stage and survival for head and neck squamous cell carcinoma","year":2020,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Retrospective cohort study; Cohort; Stage (stratigraphy); Cancer; Hazard ratio; Head and neck cancer; Internal medicine; Oncology; Head and neck squamous-cell carcinoma; 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":[0.0001002293,0.0001457216,0.000532817,0.00003571642,0.00006875815,0.000007284959,0.00003347165,0.00005699114,0.000003525382],"category_scores_gemma":[0.00007576392,0.0001370931,0.00004651643,0.0001191737,0.00006270816,0.0000523087,0.00006606637,0.0001439379,0.000001067056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002608604,"about_ca_system_score_gemma":0.00006267331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006724428,"about_ca_topic_score_gemma":0.0009236929,"domain_scores_codex":[0.9990299,0.00002548324,0.0002434784,0.0002957757,0.0001384346,0.000266894],"domain_scores_gemma":[0.9995008,0.0001058768,0.00006199021,0.0001177551,0.00005727645,0.0001562705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006354103,0.0001441997,0.96324,0.001217045,0.00001264037,0.00001903638,0.005167123,0.000002823897,0.02593579,0.00004348253,0.0002160575,0.003366448],"study_design_scores_gemma":[0.005484738,0.001797799,0.9691915,0.0001392326,0.0000540209,0.000003464741,0.002161077,0.002513756,0.01599743,0.00003338977,0.002471921,0.0001516617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942713,0.002266963,0.00001043756,0.0009226337,0.00004597555,0.0004689281,0.0000415114,0.00002820427,0.001944025],"genre_scores_gemma":[0.9987824,0.00004779695,0.0002503866,0.0006273828,0.0001801599,0.00001602453,0.000007160302,0.0000210547,0.0000676277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009938352,"threshold_uncertainty_score":0.5590493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.028239403095751,"score_gpt":0.2804026344014186,"score_spread":0.2521632313056676,"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."}}