{"id":"W2073578595","doi":"10.1002/dc.21598","title":"Rapid prescreen of cervical liquid‐based cytology preparations: Results of a study in an academic medical center","year":2010,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cytology; Workload; Quality assurance; Population; Colposcopy; Cervical cancer; Cervical intraepithelial neoplasia; Gynecology; Cancer; Internal medicine; Pathology","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":[0.003169224,0.000531777,0.0005911835,0.001391547,0.001590324,0.001339363,0.001008391,0.001064491,0.003141911],"category_scores_gemma":[0.0117655,0.0007241785,0.0005442395,0.002419095,0.0008435569,0.001292306,0.0008139376,0.001063287,0.001110064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001826743,"about_ca_system_score_gemma":0.0017466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01851558,"about_ca_topic_score_gemma":0.0220632,"domain_scores_codex":[0.996185,0.001360452,0.0002753294,0.0005562253,0.0008407463,0.0007822183],"domain_scores_gemma":[0.9882471,0.002588321,0.002288353,0.0006253118,0.003054226,0.003196756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001465354,0.002690775,0.9804577,0.00007715269,0.00007596517,0.0008887476,0.003928997,0.0001436922,0.001260696,0.00004776592,0.0008713782,0.008091804],"study_design_scores_gemma":[0.0001350896,0.003991951,0.9914292,0.00001617784,0.00004038835,0.0005404628,0.002697668,0.000273699,0.0002913527,0.00001476616,0.0005404387,0.00002881318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992174,0.0001125752,0.00005598791,0.00006862995,0.000005393465,0.00004654589,0.00008689699,0.000005118151,0.0004013786],"genre_scores_gemma":[0.9988619,0.0001244432,0.0001100436,0.0002044514,0.00002659434,0.00003030026,0.0002322383,0.000009366392,0.0004006399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01851558,"threshold_uncertainty_score":0.03681564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04582183309203275,"score_gpt":0.4018104833266484,"score_spread":0.3559886502346156,"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."}}