{"id":"W4401014049","doi":"10.3390/curroncol31080317","title":"HPV Self-Sampling for Cervical Cancer Screening in Under-Screened Saskatchewan Populations: A Pilot Study","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Saskatchewan Cancer Agency; University of Saskatchewan","funders":"Roche Diagnostics; Innovation Saskatchewan","keywords":"Medicine; Cervical cancer; Cervical cancer screening; Cervix; Population; Sampling (signal processing); Incidence (geometry); Family medicine; Cancer; Gynecology; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001828114,0.0005518437,0.0003567439,0.0007134026,0.002076208,0.0006963919,0.0007121789,0.000387425,0.002161123],"category_scores_gemma":[0.002170478,0.0004657437,0.0004952698,0.0008853619,0.0006920663,0.0004250922,0.000690553,0.0006220894,0.0003840924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005747409,"about_ca_system_score_gemma":0.01677901,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7997431,"about_ca_topic_score_gemma":0.9046249,"domain_scores_codex":[0.9986776,0.0004699477,0.0000586895,0.0001427321,0.0002853461,0.0003657455],"domain_scores_gemma":[0.997931,0.0003929931,0.0002484597,0.0002053217,0.0005911504,0.0006310209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.001616606,0.006407121,0.9539663,0.0001193777,0.0001132906,0.0004721243,0.004129356,0.0002154705,0.005865059,0.00007630979,0.0008199171,0.02619919],"study_design_scores_gemma":[0.0003589469,0.006506446,0.9869838,0.00002290602,0.00008728801,0.0001347757,0.003587989,0.00046264,0.0006789807,0.00002734989,0.001124445,0.00002453678],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984264,0.0000365235,0.00009494759,0.00005255268,0.000003890646,0.0005426571,0.0001923302,0.000005375126,0.000645249],"genre_scores_gemma":[0.995867,0.0002095276,0.0009419164,0.0002561582,0.00001034368,0.0006959031,0.0003579303,0.00000576206,0.001655553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2002569,"threshold_uncertainty_score":0.4028726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4731846449968732,"score_gpt":0.5507144511214179,"score_spread":0.07752980612454474,"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."}}