{"id":"W4404187529","doi":"10.1186/s12885-024-13113-9","title":"Cervical precancer screening using self-sampling, HPV DNA testing, and mobile colposcopy in a hard-to-reach community in Ghana: a pilot study","year":2024,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Colposcopy; Medicine; Surgical oncology; Sampling (signal processing); Dna testing; Obstetrics; Gynecology; Cervical cancer; Medical physics; Oncology; Internal medicine; Cancer; Biology; Computer science; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001570687,0.001012066,0.0006394601,0.00100822,0.001648568,0.0005403511,0.0005743497,0.0007415942,0.001955736],"category_scores_gemma":[0.003754955,0.001012636,0.0004005555,0.001009433,0.001119028,0.001019476,0.00106423,0.0006727518,0.0004284069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001185498,"about_ca_system_score_gemma":0.001864106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02968642,"about_ca_topic_score_gemma":0.04233927,"domain_scores_codex":[0.999042,0.0004970233,0.00006088817,0.0001095161,0.00009194077,0.0001986851],"domain_scores_gemma":[0.9974518,0.0006964185,0.0005422428,0.0001385271,0.0003501613,0.0008208465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009982005,0.00658292,0.9613991,0.0001721946,0.00004005372,0.003334562,0.01573692,0.0001168978,0.002491435,0.00005001323,0.0001862484,0.008891457],"study_design_scores_gemma":[0.0005718989,0.01293925,0.9523618,0.00009434482,0.00008988051,0.00220007,0.02996922,0.0005652356,0.0004282825,0.00009671856,0.0006470635,0.0000362778],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995595,0.00003166622,0.00004984067,0.00002520078,0.000001481111,0.000161057,0.00003538908,0.000001727673,0.0001343129],"genre_scores_gemma":[0.9987814,0.0001284655,0.000512944,0.00005871123,0.000008356975,0.0002497609,0.0000960555,0.000001725273,0.000162609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02968642,"threshold_uncertainty_score":0.05902725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2394334043113197,"score_gpt":0.4431568254998604,"score_spread":0.2037234211885407,"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."}}