{"id":"W4386307370","doi":"10.22541/au.169348877.75454768/v1","title":"Betapapillomavirus natural history and co-detection with alphapapillomavirus in cervical samples of adult women","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research; National Cancer Institute; Ludwig Institute for Cancer Research; World Health Organization","keywords":"Natural history; Cohort; Incidence (geometry); Logistic regression; Genotyping; Medicine; Demography; Cumulative incidence; Cohort study; Cervical cancer; Biology; Internal medicine; Cancer; Genotype; Genetics; 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":[0.0007767684,0.0002341316,0.0002101799,0.0007986306,0.0004021567,0.0004101662,0.0003975432,0.0003367946,0.001326112],"category_scores_gemma":[0.003098093,0.00032722,0.0002983214,0.0007683489,0.0002957712,0.0002389405,0.0003409294,0.0002435013,0.0001571442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000435083,"about_ca_system_score_gemma":0.0003461604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01760871,"about_ca_topic_score_gemma":0.01617696,"domain_scores_codex":[0.9994466,0.0001463851,0.00004604524,0.0001546807,0.0001166253,0.00008977111],"domain_scores_gemma":[0.998577,0.0002724336,0.0006571615,0.0001606647,0.000168454,0.0001642824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002982897,0.000004803786,0.9992279,0.000007399145,0.000012787,0.00003349446,0.00006274715,0.000006563899,0.0002287288,0.000004242562,0.00002166111,0.0003598666],"study_design_scores_gemma":[0.000001689952,0.00004294293,0.9993031,0.000009866189,0.00001264635,0.0002622958,0.0001151356,0.00005428159,0.0000861402,0.00000893358,0.0001014338,0.000001547182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988347,0.0003456874,0.00007491948,0.00002340676,0.000003069174,0.00001811681,0.000436563,0.000002870361,0.0002606986],"genre_scores_gemma":[0.9995642,0.00009310477,0.00007419146,0.00001369921,0.000002431533,0.000009324476,0.000185197,8.708288e-7,0.00005697115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01760871,"threshold_uncertainty_score":0.03501242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05102902068714796,"score_gpt":0.3229393229802137,"score_spread":0.2719103022930658,"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."}}