{"id":"W4306146197","doi":"10.1101/2022.10.12.22280699","title":"Human papillomavirus intermittence, redetections, and associated risk of cytological abnormalities in the Ludwig-McGill cohort study of adult women","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine; McGill University","funders":"Canadian Institutes of Health Research; National Cancer Institute; Ludwig Institute for Cancer Research; McGill University","keywords":"Genotype; Incidence (geometry); Cohort; Human papillomavirus; Medicine; Hazard ratio; Cumulative incidence; Cervical cancer; Proportional hazards model; Squamous intraepithelial lesion; Internal medicine; Gynecology; Cervical intraepithelial neoplasia; Cytology; Oncology; Demography; Obstetrics; Cancer; Biology; Pathology; Genetics; Confidence interval; Gene","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0006491576,0.0002487055,0.0002736598,0.0007423073,0.0003478077,0.0006289521,0.000632374,0.0003676483,0.001975111],"category_scores_gemma":[0.001771707,0.00036168,0.0004572682,0.001009221,0.0001964988,0.0003037789,0.0003935193,0.0004577374,0.0001829586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007334278,"about_ca_system_score_gemma":0.0005408927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09873118,"about_ca_topic_score_gemma":0.1021672,"domain_scores_codex":[0.9996549,0.00007529759,0.000023302,0.00008693935,0.00005558718,0.0001039684],"domain_scores_gemma":[0.9987237,0.0001261561,0.0005980638,0.000164988,0.0001349633,0.000252092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007187486,0.00001050473,0.9992218,0.000005420364,0.00003483991,0.00003879925,0.00002763406,0.00001392218,0.00006053913,0.00000873175,0.0001735492,0.0003323701],"study_design_scores_gemma":[0.000007020819,0.00002315232,0.999651,0.000006000084,0.00001653333,0.00004194232,0.00003961446,0.00006015023,0.0000145205,0.00000633334,0.0001312685,0.000002416154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963375,0.0004439081,0.0000408981,0.00007773942,0.000009357807,0.00002108105,0.002627122,0.000006288134,0.0004360929],"genre_scores_gemma":[0.9985566,0.0001244188,0.00004598551,0.00005447541,0.000009530904,0.00001678104,0.0009097632,0.000001824899,0.0002807039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09873118,"threshold_uncertainty_score":0.196313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0372503261894131,"score_gpt":0.3394403287947583,"score_spread":0.3021900026053452,"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."}}