{"id":"W4254645728","doi":"10.1038/modpathol.2015.11","title":"Cytopathology","year":2015,"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":"Hôpital Saint-Luc","funders":"","keywords":"Cytopathology; Pathology; Hematopathology; Medicine; Biology; 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":[0.001773351,0.0007766974,0.0005021158,0.00746023,0.001765453,0.00208619,0.001334668,0.001645699,0.08695146],"category_scores_gemma":[0.004076935,0.0006205666,0.0009137083,0.002163572,0.001431564,0.001195206,0.001937103,0.001967764,0.03877199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007464215,"about_ca_system_score_gemma":0.001824363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009255969,"about_ca_topic_score_gemma":0.001498876,"domain_scores_codex":[0.9984913,0.0002714108,0.0001762352,0.0003176304,0.0005820918,0.0001613146],"domain_scores_gemma":[0.9971649,0.0004275362,0.0001624809,0.0008024537,0.001186715,0.0002559018],"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":[0.0006317593,0.0003068528,0.06007405,0.002149862,0.0001585722,0.01617558,0.001573185,0.0002700171,0.1907706,0.02453171,0.1437246,0.5596334],"study_design_scores_gemma":[0.0000615477,0.0001892248,0.02419768,0.0009476673,0.0000927225,0.04815947,0.0006166236,0.0005969816,0.04964309,0.007171812,0.8682691,0.00005415713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0843981,0.04362505,0.09575773,0.01258159,0.006834326,0.003829332,0.0079623,0.008346941,0.7366647],"genre_scores_gemma":[0.3455779,0.02520276,0.1347339,0.01669551,0.004499294,0.002344291,0.01271642,0.002204893,0.456025],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08695146,"threshold_uncertainty_score":0.2908816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.114236365362968,"score_gpt":0.3782766121950075,"score_spread":0.2640402468320394,"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."}}