{"id":"W2768828866","doi":"10.1111/cyt.12494","title":"Significance of bizarre cells in cervical screening liquid‐based cytology: A prospective study of 15 cases","year":2017,"lang":"en","type":"article","venue":"Cytopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Royal Columbian Hospital","funders":"","keywords":"Squamous intraepithelial lesion; Medicine; Cytology; Pathology; Biopsy; Liquid-based cytology; Columnar Cell; Lesion; Cervical cancer; Cervical intraepithelial neoplasia; Epithelium; Cancer; 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":[],"consensus_categories":[],"category_scores_codex":[0.000430352,0.0001438802,0.0007468767,0.0002226537,0.0000870587,0.000006863154,0.0003005313,0.0001548172,0.0004522285],"category_scores_gemma":[0.0006057729,0.0001253927,0.00008105403,0.0001728477,0.0006669374,0.00004599214,0.0001778009,0.00038804,0.000006399011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005462521,"about_ca_system_score_gemma":0.0002051869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008184958,"about_ca_topic_score_gemma":0.001355555,"domain_scores_codex":[0.9983823,0.0001848862,0.000419826,0.0004116622,0.0002654263,0.0003358798],"domain_scores_gemma":[0.9984191,0.0002284436,0.0002079243,0.0007388666,0.0002968789,0.0001087647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007447159,0.001921212,0.9501871,0.0003226727,0.00002976594,0.002404342,0.00118773,0.00002818688,0.03281071,0.0001444745,0.00002713663,0.003489444],"study_design_scores_gemma":[0.005044524,0.006846859,0.932458,0.0000422934,0.00005244663,0.00006011207,0.0009361065,0.0001508451,0.05421031,0.00006532949,0.00003143385,0.0001017707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954034,0.0001417982,0.0001668106,0.0003509425,0.00008195261,0.0009738055,0.00002684877,0.00001607769,0.002838338],"genre_scores_gemma":[0.9993087,0.000009941296,0.0003480678,0.00007813074,0.00007389699,0.00009887617,0.000003780768,0.00001815805,0.00006042423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0213996,"threshold_uncertainty_score":0.5113364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06835956646668699,"score_gpt":0.3808521097734373,"score_spread":0.3124925433067502,"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."}}