{"id":"W1566286329","doi":"10.1002/cncy.20189","title":"Rapid prescreening in gynecologic cytology","year":2011,"lang":"en","type":"letter","venue":"Cancer Cytopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Cytopathology; Medicine; Cytology; Gynecologic cancer; Quality assurance; Gynecology; Gynecologic oncology; General surgery; Cancer; Pathology; Surgery; Internal medicine; External quality assessment; Ovarian cancer","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003990731,0.000457699,0.001441139,0.0006507983,0.00006013456,0.00001286677,0.000454533,0.002249453,0.03486544],"category_scores_gemma":[0.0002889701,0.0004047977,0.0002488622,0.0003755144,0.000502957,0.00004854823,0.0002816346,0.00504437,0.0002686064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005628196,"about_ca_system_score_gemma":0.0007826725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000513695,"about_ca_topic_score_gemma":0.0004242511,"domain_scores_codex":[0.9963186,0.0003853414,0.0005977365,0.001048827,0.0003280337,0.00132142],"domain_scores_gemma":[0.9984044,0.0002767562,0.0001687972,0.0007649423,0.0002230132,0.000162107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000760412,0.00009312913,0.03470584,0.0008399762,0.00007715351,0.02362136,0.0002575837,0.00000110641,0.000127312,0.00007078116,0.8379537,0.1014917],"study_design_scores_gemma":[0.002010351,0.0008772154,0.1314709,0.0000648743,0.0001326939,0.0006770377,0.00001738693,0.00001265161,0.0001692083,0.0005084898,0.86368,0.0003791774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008115257,0.02769034,0.00009513679,0.7249202,0.002518632,0.002154553,0.0001605007,0.0002770333,0.2340683],"genre_scores_gemma":[0.02928648,0.005135305,0.0003802768,0.9470463,0.007151233,0.001415647,0.0003843127,0.0001705482,0.00902985],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2250385,"threshold_uncertainty_score":0.9998404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033329940117348,"score_gpt":0.3514788687233164,"score_spread":0.2481458747115816,"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."}}