{"id":"W2888330848","doi":"10.1097/ogx.0000000000000578","title":"Validation of a New HPV Self-Sampling Device for Cervical Cancer Screening: The Cervical and Self-Sample in Screening (CASSIS) Study","year":2018,"lang":"en","type":"article","venue":"Obstetrical & Gynecological Survey","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Cervical cancer; Human papillomavirus; Sampling (signal processing); Cervical cancer screening; Gynecology; Test (biology); Obstetrics; Cancer; Oncology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002358534,0.0003365879,0.0009218359,0.0002353507,0.0003028025,0.00009633428,0.000417123,0.0003637487,0.002290591],"category_scores_gemma":[0.01404051,0.0002179581,0.0001784199,0.002140617,0.0002039802,0.0001163429,0.0004481337,0.0007161574,0.000009260279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002494113,"about_ca_system_score_gemma":0.0002761739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006181574,"about_ca_topic_score_gemma":0.003619025,"domain_scores_codex":[0.9956916,0.0007920811,0.0008895705,0.0008514165,0.0009261825,0.0008491405],"domain_scores_gemma":[0.9786476,0.01931566,0.000178283,0.0004428182,0.0008098869,0.0006057904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001297763,0.001728182,0.8923783,0.0001123327,0.0001767071,0.000009220728,0.0006756583,0.00003325192,0.00002374627,0.00005931003,0.0001859242,0.1033196],"study_design_scores_gemma":[0.004781238,0.002902864,0.981238,0.00001841131,0.0001618181,0.000003593337,0.0004328513,0.006202794,0.0001146139,0.0001637308,0.003725533,0.000254559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859897,0.000954753,0.007927138,0.001485213,0.000197047,0.002771809,0.00008116482,0.0001422277,0.0004509014],"genre_scores_gemma":[0.9870831,0.00009706131,0.01153188,0.0005516289,0.0003942093,0.0002000396,0.00005234287,0.00003804626,0.00005169046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.103065,"threshold_uncertainty_score":0.9986215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1891431059312039,"score_gpt":0.4130624129774773,"score_spread":0.2239193070462734,"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."}}