{"id":"W3163834732","doi":"10.1101/2021.05.12.21256547","title":"Proportion of new genital human papillomavirus detections attributable to latent infections: Implications for cervical cancer screening","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Public Health Ontario; University of Toronto; St. Michael's Hospital; Centre Hospitalier de l’Université de Montréal; McGill University","funders":"Department of Family and Community Medicine, University of Toronto; University of Toronto; Canadian Institutes of Health Research; Cancer Research Society; National Institutes of Health; Faculty of Medicine, McGill University; McGill University","keywords":"Context (archaeology); Medicine; Demography; Attributable risk; Transmission (telecommunications); Cohort; Population; HPV infection; Cervical cancer; Sex organ; Gynecology; Cancer; Internal medicine; Environmental health; Biology; Genetics","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":[0.004890251,0.0003341744,0.0004577815,0.001234764,0.0003203704,0.001099314,0.001255667,0.0007504817,0.003805329],"category_scores_gemma":[0.04237673,0.0002810538,0.0008272672,0.001078042,0.0008235133,0.001080126,0.0008155913,0.0009474435,0.0002536468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001937311,"about_ca_system_score_gemma":0.001834303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1209548,"about_ca_topic_score_gemma":0.05613475,"domain_scores_codex":[0.9969478,0.001411372,0.0002167837,0.0005929552,0.0005497942,0.0002813537],"domain_scores_gemma":[0.9793602,0.01212109,0.004702235,0.0008994903,0.001804736,0.001112173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001534878,0.00002542753,0.9841271,0.00009035137,0.0001637399,0.00005512171,0.00007221468,0.0007239162,0.0001048539,0.0002094789,0.001030369,0.01324387],"study_design_scores_gemma":[0.00001557312,0.00007228798,0.9907121,0.0001154539,0.0002311674,0.0002185107,0.0001650676,0.007049676,0.0001507107,0.0008454284,0.0004107832,0.00001322561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9559297,0.01350334,0.009804073,0.008752573,0.000141463,0.0001430597,0.005987008,0.0002072215,0.00553168],"genre_scores_gemma":[0.9981567,0.0004589997,0.0005017924,0.0002032344,0.0000439843,0.0000167823,0.0003871919,0.000009798623,0.0002214499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1209548,"threshold_uncertainty_score":0.2405015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1483437906392756,"score_gpt":0.4268045984082865,"score_spread":0.2784608077690109,"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."}}