{"id":"W4235530849","doi":"10.1038/sj.modpathol.3801030","title":"Cytopathology","year":2008,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Ottawa","funders":"","keywords":"Cytopathology; Pathology; Medicine; Hematopathology; Cytology; Biology","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":[0.001636246,0.0007625133,0.00050605,0.007247021,0.001844793,0.00203499,0.001302564,0.001653945,0.08807765],"category_scores_gemma":[0.003489068,0.0006457524,0.0008906107,0.002132711,0.001451901,0.001225926,0.001901904,0.00195103,0.03925875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007460969,"about_ca_system_score_gemma":0.001685482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008401597,"about_ca_topic_score_gemma":0.001423305,"domain_scores_codex":[0.9986438,0.0002364167,0.0001540029,0.0002986761,0.0005203745,0.0001467392],"domain_scores_gemma":[0.9974808,0.0003726689,0.000139742,0.0007587445,0.001018723,0.0002293786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006444433,0.0003053879,0.05338527,0.001915208,0.0001504752,0.01436801,0.001409808,0.0002442572,0.2163626,0.02571119,0.1328778,0.5526255],"study_design_scores_gemma":[0.00006166973,0.0001935435,0.02339218,0.0007797472,0.00009111727,0.0497944,0.0005523286,0.0005701209,0.05603072,0.007297617,0.8611835,0.00005311267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08492108,0.04664903,0.09380408,0.01219858,0.00654556,0.003299298,0.007026265,0.008065897,0.7374902],"genre_scores_gemma":[0.3372324,0.02606015,0.1266399,0.01462787,0.004127512,0.002035935,0.01125774,0.002014616,0.4760039],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08807765,"threshold_uncertainty_score":0.2946491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06667513918098893,"score_gpt":0.3352457359355296,"score_spread":0.2685705967545407,"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."}}