{"id":"W4235317752","doi":"10.1038/sj.labinvest.3700608","title":"Cytopathology","year":2006,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Cytopathology; Pathology; Medicine; Cytology","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":[0.0001219305,0.00005134902,0.00009051077,0.00005732456,0.00004137232,0.00001053102,0.00002814516,0.00006087038,0.000766866],"category_scores_gemma":[0.00006059173,0.00004622273,0.00001803029,0.000297445,0.0001095382,0.00005509008,0.000010498,0.0001142576,0.0001635869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005446297,"about_ca_system_score_gemma":0.0001666152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004937555,"about_ca_topic_score_gemma":0.00003238732,"domain_scores_codex":[0.9994379,0.00003472082,0.0001118154,0.0001253255,0.0001644165,0.000125815],"domain_scores_gemma":[0.9995351,0.00001624682,0.00002075706,0.000133855,0.0002087364,0.00008533487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001372032,0.0001074974,0.5913995,0.0001989506,0.00001235237,0.0001211943,0.0001461309,0.00001790626,0.3128814,0.0533652,0.03475653,0.006856089],"study_design_scores_gemma":[0.0005923894,0.0000959747,0.9103671,0.000005163435,0.00001414914,0.000008248333,0.00001547555,0.00008403109,0.05537378,0.0057925,0.02758693,0.0000643011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958406,0.0002441697,0.00008157371,0.002236058,0.00008269929,0.0001412854,0.000009121655,0.0000915686,0.03870754],"genre_scores_gemma":[0.9966722,0.000004978588,0.0005328311,0.001714465,0.0003922512,0.00001808318,0.00006051633,0.000009380086,0.0005952736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3189676,"threshold_uncertainty_score":0.8396645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439702741389696,"score_gpt":0.2796435519375771,"score_spread":0.2652465245236801,"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."}}