{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032366,0.000687526,0.0008194217,0.0007259166,0.002466168,0.001907985,0.001374997,0.03036773,0.003182068],"category_scores_gemma":[0.02537314,0.0005493024,0.0009849205,0.0006684083,0.00261012,0.003421218,0.00106331,0.02191718,0.003140215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004082465,"about_ca_system_score_gemma":0.002188816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003431254,"about_ca_topic_score_gemma":0.006599046,"domain_scores_codex":[0.9965577,0.001356219,0.0004416829,0.0003018506,0.00107051,0.0002720035],"domain_scores_gemma":[0.9905167,0.006333501,0.0006607308,0.0003354329,0.001359831,0.0007937292],"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":[0.0001028251,0.00008828923,0.003480563,0.0002284957,0.00001570755,0.01801974,0.0002505956,0.0001958405,0.0006620764,0.003226888,0.9297462,0.04398286],"study_design_scores_gemma":[0.0002431874,0.0004727074,0.005770286,0.001667803,0.00005931616,0.07864104,0.0008898722,0.001878673,0.0009653343,0.01851481,0.8908081,0.00008885273],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001266929,0.004293545,0.0003432838,0.9763411,0.01347971,0.00001869508,0.0000225385,0.00004825408,0.004185978],"genre_scores_gemma":[0.01590885,0.00849303,0.0009985232,0.8948043,0.0750943,0.00004206267,0.00003892362,0.00002897644,0.00459089],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03036773,"threshold_uncertainty_score":0.02962053,"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."}}