{"id":"W4323349783","doi":"10.1093/jalm/jfac142","title":"AACC Guidance Document on Cervical Cancer Detection: Screening, Surveillance, and Diagnosis","year":2023,"lang":"en","type":"article","venue":"The Journal of Applied Laboratory Medicine","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Colposcopy; Cervical cancer; Cervical screening; Cancer screening; Gynecology; Cervical cancer screening; Cancer; Obstetrics; Internal medicine","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":[0.002343769,0.0001707663,0.0004919122,0.0002281363,0.0001551458,0.00001281059,0.000184029,0.00007796156,0.001735427],"category_scores_gemma":[0.0002078305,0.00009378474,0.00004490056,0.001130939,0.0002901912,0.00004212212,0.00006499112,0.0006434533,0.00002404285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001101042,"about_ca_system_score_gemma":0.0001468336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000628515,"about_ca_topic_score_gemma":0.0001003091,"domain_scores_codex":[0.99794,0.0001013317,0.000479695,0.0001661471,0.001007467,0.0003053391],"domain_scores_gemma":[0.9981295,0.0005852694,0.0002064732,0.00027092,0.0004768305,0.0003309636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02546626,0.0003153692,0.06429226,0.001194106,0.001240508,0.0004695659,0.003669342,0.0006600542,0.02108222,0.00159631,0.2361983,0.6438157],"study_design_scores_gemma":[0.007533221,0.002319097,0.7721466,0.0003485753,0.0002647498,0.00005606304,0.001262802,0.0001334333,0.01089702,0.0005080514,0.204305,0.0002253306],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926123,0.01066063,0.0001792523,0.04830692,0.000841106,0.0008169587,0.00002697418,0.0001108215,0.01293432],"genre_scores_gemma":[0.9866527,0.008199179,0.00002632716,0.00301855,0.001908037,0.0000424033,0.000001939113,0.00002729329,0.0001235381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7078544,"threshold_uncertainty_score":0.9991771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819604435878792,"score_gpt":0.3401562726829539,"score_spread":0.311960228324166,"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."}}