{"id":"W4386728824","doi":"10.1097/aog.0000000000005370","title":"Human Papillomavirus Detectability and Cervical Cancer Prognosis","year":2023,"lang":"en","type":"review","venue":"Obstetrics and Gynecology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Canadian Institutes of Health Research; Cancer Research Society","keywords":"Cervical cancer; Human papillomavirus; Oncology; Medicine; Koilocyte; Internal medicine; Virology; Cancer research; Cancer; Cervical intraepithelial neoplasia","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01138833,0.001244038,0.005666044,0.005473307,0.0002693556,0.002427332,0.001161023,0.001646333,0.003632506],"category_scores_gemma":[0.05054021,0.0007522444,0.01074403,0.007459291,0.0007459227,0.001602874,0.0008131476,0.0009362873,0.0002865236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001861467,"about_ca_system_score_gemma":0.002869861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006006336,"about_ca_topic_score_gemma":0.007247635,"domain_scores_codex":[0.9911469,0.00332336,0.002506607,0.001116252,0.001680292,0.0002266588],"domain_scores_gemma":[0.9562156,0.03198778,0.009196466,0.0005424044,0.001859751,0.0001979898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0033098,0.00007832943,0.05978845,0.6821501,0.1873411,0.0001705046,0.0002207491,0.0007704566,0.0003339026,0.0002973572,0.00130676,0.06423242],"study_design_scores_gemma":[0.001991753,0.001384325,0.1291561,0.3190514,0.5352255,0.0009082506,0.0002478118,0.0005818611,0.0006268895,0.0008571458,0.00986588,0.0001031957],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009145995,0.9889392,0.0001694665,0.0002406341,0.000105462,0.0001215838,0.0009117048,0.000005617193,0.0003603428],"genre_scores_gemma":[0.2577233,0.7383065,0.0009731681,0.0005019535,0.0003973467,0.0005198747,0.001262619,0.00001231188,0.0003028607],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01138833,"threshold_uncertainty_score":0.06022799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1406437203899629,"score_gpt":0.4346668833512887,"score_spread":0.2940231629613258,"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."}}