{"id":"W2593585233","doi":"10.1111/his.13205","title":"Human papillomavirus (<scp>HPV</scp>)‐independent vulvar squamous cell carcinoma has a worse prognosis than <scp>HPV</scp>‐associated disease: a retrospective cohort study","year":2017,"lang":"en","type":"article","venue":"Histopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":118,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Vancouver General Hospital; Centre for Advancing Health Outcomes; University of British Columbia","funders":"","keywords":"Medicine; Hazard ratio; Oncology; Retrospective cohort study; Internal medicine; Human papillomavirus; Immunohistochemistry; Confidence interval; Gastroenterology","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001614294,0.0007729342,0.001708346,0.0004821024,0.002151474,0.0002598053,0.00110639,0.0005442236,0.0008614546],"category_scores_gemma":[0.003254917,0.0007372749,0.0005132583,0.0003870479,0.001152775,0.0002153242,0.0008256613,0.001667033,0.0003874286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002035166,"about_ca_system_score_gemma":0.0006809373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00294992,"about_ca_topic_score_gemma":0.003558782,"domain_scores_codex":[0.9929605,0.0006918507,0.0008996484,0.0019423,0.001759843,0.001745872],"domain_scores_gemma":[0.9944752,0.0003043333,0.0006901022,0.002381351,0.0009075596,0.001241433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001459735,0.00418615,0.9747997,0.0001743054,0.00006426561,0.007294872,0.003267597,0.000001071505,0.001553937,0.00008587918,0.007969881,0.000456379],"study_design_scores_gemma":[0.007326011,0.003420975,0.9829389,0.00001898044,0.000927295,0.00008479099,0.000956843,0.00003133437,0.0004828278,0.0003043828,0.003304605,0.0002030058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9381956,0.001907497,0.00001014532,0.000243855,0.000694636,0.003763229,0.0001802518,0.0002952405,0.05470959],"genre_scores_gemma":[0.9739718,0.00004406511,0.00002572642,0.0002822789,0.0006216624,0.001250537,0.0001493025,0.0001756305,0.02347897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03577627,"threshold_uncertainty_score":0.9995078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03725673877695323,"score_gpt":0.3118448729328003,"score_spread":0.274588134155847,"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."}}