{"id":"W4252752920","doi":"10.1038/sj.labinvest.3700569","title":"Cytopathology","year":2007,"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; Medicine; Pathology; 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":[0.0004581361,0.00005095624,0.00008958286,0.00008089819,0.00004167117,0.000007128015,0.00003180822,0.00007274084,0.0007357687],"category_scores_gemma":[0.0001829525,0.00004591432,0.00001766597,0.0003741618,0.0001172715,0.00005461743,0.00001250405,0.0001526578,0.0001581171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006851769,"about_ca_system_score_gemma":0.0001615714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008904872,"about_ca_topic_score_gemma":0.00002680863,"domain_scores_codex":[0.999368,0.0000230304,0.000127693,0.0001249117,0.0001882995,0.0001680513],"domain_scores_gemma":[0.9993513,0.00003414396,0.00002186302,0.0001428062,0.0002526426,0.0001972348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003875312,0.00008684779,0.5497822,0.0002096047,0.00002341921,0.0002704655,0.0008185024,0.000001917508,0.3714967,0.0241981,0.007164657,0.04556005],"study_design_scores_gemma":[0.0005370545,0.0001349426,0.871923,0.000005493017,0.00001202999,0.00001117,0.00006581393,0.00002025545,0.1032049,0.001288948,0.02273747,0.00005899915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671078,0.0001802164,0.0004495087,0.001314376,0.0001214681,0.0001454522,0.000004200544,0.00008205987,0.03059493],"genre_scores_gemma":[0.9949042,0.000008020888,0.0008476609,0.003631545,0.0003022351,0.000005557816,0.00002281668,0.000009336817,0.000268641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3221407,"threshold_uncertainty_score":0.8056151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02562875772475622,"score_gpt":0.3336901120241462,"score_spread":0.30806135429939,"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."}}