{"id":"W2086116456","doi":"10.1002/jmv.20401","title":"The impact of high risk human papillomavirus testing in an inner London colposcopy clinic","year":2005,"lang":"en","type":"article","venue":"Journal of Medical Virology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"University College London Hospitals NHS Foundation Trust","keywords":"Colposcopy; Medicine; Dysplasia; Cytology; Human papillomavirus; Obstetrics; Gynecology; Cervical intraepithelial neoplasia; Risk assessment; Cervical cancer; Internal medicine; Cancer; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004232244,0.0001108801,0.0005852308,0.0001760509,0.00008289306,0.00001029887,0.0003749399,0.0002734328,0.005379684],"category_scores_gemma":[0.00440317,0.00005859973,0.0001701963,0.0002702354,0.0004307706,0.00007213766,0.00008364027,0.001748486,0.00001596082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001552442,"about_ca_system_score_gemma":0.0006050115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001125757,"about_ca_topic_score_gemma":0.0009576954,"domain_scores_codex":[0.9970226,0.0004784853,0.001003576,0.0001314268,0.0009904093,0.0003735092],"domain_scores_gemma":[0.9968049,0.00177195,0.0004161034,0.0002187867,0.0002915945,0.0004966656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003065196,0.001047857,0.6585138,0.0000306938,0.0001560337,0.0003025446,0.0002097488,0.00006328494,0.002641823,0.00007920715,0.002221699,0.3316681],"study_design_scores_gemma":[0.004325258,0.008245329,0.9846264,0.00005830193,0.00005037842,0.0002119594,0.00004320589,0.0007123596,0.0001327632,0.0006453215,0.0008952772,0.00005346999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938535,0.001168469,0.00002200365,0.00402301,0.0001003762,0.0001097336,0.000002515811,0.000004778552,0.0007155809],"genre_scores_gemma":[0.997139,0.001108117,0.0001589453,0.0004674348,0.001067131,0.000002599932,0.000001063464,0.00001350906,0.00004221221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3316146,"threshold_uncertainty_score":0.9955295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06020974172245797,"score_gpt":0.4613881625676676,"score_spread":0.4011784208452097,"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."}}