{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001613852,0.0009324903,0.0006941523,0.004023546,0.001185629,0.002899,0.001552445,0.001689885,0.09731464],"category_scores_gemma":[0.004663199,0.0004797998,0.0006531628,0.002312415,0.001284591,0.001623561,0.002292475,0.001822154,0.06094532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001474203,"about_ca_system_score_gemma":0.00162796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001535364,"about_ca_topic_score_gemma":0.001211904,"domain_scores_codex":[0.9977868,0.0003420471,0.0002337285,0.0005199911,0.0009039961,0.0002134492],"domain_scores_gemma":[0.9965227,0.0005824817,0.000314965,0.0006510163,0.001669188,0.0002597553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000661458,0.000175182,0.02585764,0.00257657,0.00009620931,0.00677318,0.0006415236,0.0003903451,0.04614924,0.01683149,0.2027877,0.6970594],"study_design_scores_gemma":[0.00006496934,0.0001210787,0.01317091,0.0008552476,0.00005872603,0.02309195,0.0002858741,0.0006693571,0.0151481,0.005431361,0.9410619,0.00004057202],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05383214,0.1013888,0.07213177,0.01923811,0.009391186,0.002207798,0.01308632,0.008881163,0.7198427],"genre_scores_gemma":[0.3799638,0.05121382,0.06493708,0.02043432,0.005183057,0.001686355,0.02296292,0.002142243,0.4514764],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09731464,"threshold_uncertainty_score":0.3255499,"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."}}