{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0117427,0.002278056,0.00215935,0.004746772,0.002059543,0.004276198,0.006290095,0.01487998,0.04586208],"category_scores_gemma":[0.06722186,0.001448437,0.002774152,0.003610506,0.001700416,0.002653326,0.002882611,0.00963549,0.03495683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007521836,"about_ca_system_score_gemma":0.03562009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07881943,"about_ca_topic_score_gemma":0.07325724,"domain_scores_codex":[0.9788796,0.0065415,0.00220843,0.0009504301,0.01011965,0.001300426],"domain_scores_gemma":[0.9321463,0.01485667,0.00348819,0.001572519,0.04481014,0.003126237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002317373,0.00005901839,0.000319192,0.0008463961,0.00001252037,0.00009955551,0.0000978515,0.0002156525,0.0001022385,0.002991107,0.9405013,0.05473201],"study_design_scores_gemma":[0.00005904976,0.00006346707,0.0009168857,0.00416771,0.000052367,0.0004067715,0.0001122672,0.0001991535,0.0001830893,0.002589201,0.9912175,0.00003257746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001571552,0.08360267,0.02488747,0.3370718,0.03325904,0.009160914,0.03942151,0.004054483,0.4669706],"genre_scores_gemma":[0.01646857,0.2198097,0.144406,0.2243586,0.01349045,0.01919727,0.07728231,0.001974015,0.2830131],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07881943,"threshold_uncertainty_score":0.1567213,"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."}}