{"id":"W4403930570","doi":"10.20944/preprints202410.2507.v1","title":"Breaking Barriers: Empowering Cervical Cancer Screening with HPV Self-Sampling for Sex Workers and Formerly Incarcerated Women in Toronto","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cervical cancer; Sex workers; Cervical cancer screening; Medicine; Gender studies; Demography; Environmental health; Sociology; Cancer; Population; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001199698,0.0002883988,0.0002882273,0.0003563618,0.007722165,0.001831973,0.00132718,0.0004969368,0.004587997],"category_scores_gemma":[0.002683841,0.0003688424,0.0003932094,0.0005849768,0.001775291,0.0007485707,0.003475576,0.0008443257,0.0002422619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0279057,"about_ca_system_score_gemma":0.05835203,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8884814,"about_ca_topic_score_gemma":0.9659551,"domain_scores_codex":[0.9986009,0.0003655687,0.00005101968,0.00008038082,0.000218072,0.0006839861],"domain_scores_gemma":[0.996867,0.0003713424,0.0002794108,0.00006126098,0.0003348214,0.002086147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0006524416,0.001201881,0.309305,0.001792117,0.00007278015,0.003585978,0.5424582,0.0003400537,0.005418837,0.001446579,0.01826784,0.1154584],"study_design_scores_gemma":[0.000124562,0.001197388,0.360584,0.0006763869,0.00010334,0.0003320811,0.606469,0.0005662184,0.0006488944,0.0003411385,0.02890009,0.00005688295],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888632,0.0006350609,0.0001375844,0.003932094,0.00004073874,0.0003379472,0.0001346205,0.00002256614,0.005896086],"genre_scores_gemma":[0.9946249,0.0008237947,0.0005513057,0.0005171979,0.00001534974,0.000184023,0.00008690673,0.000006923818,0.003189593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1115186,"threshold_uncertainty_score":0.2243506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09748822219090011,"score_gpt":0.4228264416492177,"score_spread":0.3253382194583176,"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."}}