{"id":"W4237794290","doi":"10.1038/modpathol.2010.10","title":"Cytopathology","year":2010,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00161149,0.0007591661,0.00049741,0.007270641,0.001800936,0.001973914,0.001280642,0.00163482,0.08593117],"category_scores_gemma":[0.003476641,0.0006259209,0.0008953094,0.002141925,0.0014139,0.001181995,0.001845781,0.001888404,0.03800634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007276796,"about_ca_system_score_gemma":0.001675917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000862662,"about_ca_topic_score_gemma":0.001473575,"domain_scores_codex":[0.9986439,0.0002355541,0.0001568431,0.0002946615,0.0005222957,0.000146751],"domain_scores_gemma":[0.9975333,0.0003713295,0.000138336,0.0007247981,0.001008117,0.0002240826],"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":[0.0006664026,0.0003150929,0.05665397,0.001989029,0.0001551531,0.01563515,0.001458186,0.0002500168,0.2269538,0.02455887,0.1267322,0.5446321],"study_design_scores_gemma":[0.00006309238,0.0002025441,0.02516516,0.0008249187,0.00009628947,0.05245748,0.0005794814,0.0005787531,0.05808142,0.007221201,0.8546753,0.00005435652],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08861522,0.04576443,0.09253681,0.01182883,0.006470928,0.003446106,0.0073364,0.00787842,0.7361228],"genre_scores_gemma":[0.3475185,0.02576437,0.1247608,0.01455414,0.004074242,0.002077024,0.01149444,0.001967828,0.4677888],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9140688,"threshold_uncertainty_score":0.2874684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02206231334868647,"score_gpt":0.339328207741843,"score_spread":0.3172658943931566,"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."}}