{"id":"W1998119861","doi":"10.1016/s1470-2045(00)00192-3","title":"Cervical-cancer screening beyond the year 2000","year":2001,"lang":"en","type":"article","venue":"The Lancet Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Cervical cancer; Medicine; Cervical cancer screening; Human papillomavirus; Cytology; Cancer screening; Disease; Cancer; Cervical screening; Gynecology; Obstetrics; Oncology; Internal medicine; 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":[0.0007380501,0.0001009647,0.0003497794,0.00003161175,0.0001827684,0.00001917054,0.0003505686,0.00010378,0.01966405],"category_scores_gemma":[0.00007094917,0.00004885707,0.00008287899,0.000310268,0.0002670199,0.00002748531,0.0001416966,0.0006430177,0.0003631515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001612335,"about_ca_system_score_gemma":0.0002491375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003486705,"about_ca_topic_score_gemma":0.0005378123,"domain_scores_codex":[0.9986815,0.0001724354,0.0001614972,0.0001894793,0.0002995599,0.0004954921],"domain_scores_gemma":[0.9989337,0.0003286472,0.0000407383,0.0004823584,0.0001032283,0.0001113563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004145963,0.0001820933,0.05191751,0.00007255617,0.0002249071,0.0001338818,0.001190295,0.00004239302,0.0003755136,0.005013905,0.1808442,0.7558568],"study_design_scores_gemma":[0.001932097,0.0002420411,0.2158447,0.000006906574,0.00005715303,0.00007087935,0.0001864301,0.000219854,0.00005872929,0.001097384,0.7802231,0.0000607514],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06013121,0.003175325,0.0002101714,0.2838924,0.0003170274,0.0005180247,0.00001366475,0.00008905881,0.6516531],"genre_scores_gemma":[0.936422,0.003639571,0.0003528795,0.0403718,0.006051585,0.0001627146,0.000012013,0.00003370308,0.01295368],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8762909,"threshold_uncertainty_score":0.9812321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133289028550536,"score_gpt":0.4230474455792471,"score_spread":0.3097185427241935,"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."}}