{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005387315,0.0003686044,0.0002808583,0.001372694,0.0006729904,0.0006768868,0.0003227265,0.0005311106,0.001530431],"category_scores_gemma":[0.00194799,0.000413231,0.0003011608,0.0007612511,0.0006124621,0.000538845,0.0006089871,0.0002888346,0.0004860805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003076287,"about_ca_system_score_gemma":0.0003528938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001980878,"about_ca_topic_score_gemma":0.001694046,"domain_scores_codex":[0.9993968,0.0001018536,0.00008033855,0.0001650302,0.000145197,0.000110738],"domain_scores_gemma":[0.9989929,0.0002079413,0.0003660413,0.00009461259,0.00009283421,0.0002456368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004899683,0.00002895504,0.9970631,0.000009084765,0.000007968721,0.001407086,0.00007945474,0.00001525419,0.0004770347,0.000008330768,0.00002354257,0.0008312642],"study_design_scores_gemma":[0.00001164356,0.0004709594,0.9732911,0.00002883861,0.00004196168,0.02378802,0.0009273241,0.0003081555,0.0006383336,0.00003613772,0.0004477219,0.000009855806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994604,0.0001945931,0.00006533451,0.000007140201,0.000001717924,0.00001424038,0.0000298929,0.000003561475,0.0002232037],"genre_scores_gemma":[0.9997182,0.00007712591,0.00006353952,0.0000101124,0.000002674759,0.00000835187,0.00006031495,0.000001315979,0.00005845212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001980878,"threshold_uncertainty_score":0.005119801,"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."}}