{"id":"W4317951881","doi":"10.1186/s12905-023-02174-w","title":"Reach and effectiveness of an HPV self-sampling intervention for cervical screening amongst under- or never-screened women in Toronto, Ontario Canada","year":2023,"lang":"en","type":"article","venue":"BMC Women s Health","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto; Public Health Ontario; Women's College Hospital; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; Department of Family and Community Medicine, University of Toronto; University of Toronto; Women's College Hospital; St. Michael's Hospital Foundation","keywords":"Medicine; Cervical cancer; Reproductive medicine; Family medicine; Cervical cancer screening; Cervical screening; Intervention (counseling); Pap test; Demography; Test (biology); Gynecology; Cancer; Nursing; Pregnancy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002999381,0.0001480061,0.0005888873,0.0001138458,0.00009681685,0.0000188492,0.0001019809,0.00008120706,0.0006765467],"category_scores_gemma":[0.0001056006,0.0001304365,0.00004426916,0.0003114159,0.00002949086,0.0001578726,0.00008581101,0.0002073077,5.050296e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009654291,"about_ca_system_score_gemma":0.003182119,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9736096,"about_ca_topic_score_gemma":0.9970992,"domain_scores_codex":[0.9976897,0.0002558083,0.0004418161,0.0003844731,0.000388756,0.0008394226],"domain_scores_gemma":[0.9984322,0.0005359066,0.00008827469,0.0002276082,0.0001100936,0.0006059145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06241472,0.001530117,0.6020036,0.03941578,0.0004156562,0.0000523116,0.02110773,0.0004416495,0.0001633996,0.001021294,0.0002752962,0.2711584],"study_design_scores_gemma":[0.005779451,0.00255568,0.9795943,0.0001758394,0.000007812555,0.000005190461,0.00902135,0.001678248,0.00002399269,0.0001764995,0.0008619102,0.0001197267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996801,0.0001288202,0.001142333,0.0001562785,0.00006446678,0.001227731,0.00003186362,0.00005080342,0.0003967308],"genre_scores_gemma":[0.9978442,0.0000381278,0.001019801,0.0001925731,0.00007400684,0.0003132441,0.0001188796,0.00003030348,0.0003688659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3775907,"threshold_uncertainty_score":0.9941475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06762035522860278,"score_gpt":0.3902145939503607,"score_spread":0.3225942387217579,"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."}}