{"id":"W4243937065","doi":"10.1038/labinvest.2015.7","title":"Cytopathology","year":2015,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital Saint-Luc","funders":"","keywords":"Cytopathology; Biology; 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":[0.001361882,0.0008699454,0.0005106289,0.006107314,0.001498605,0.001531518,0.001300034,0.001490186,0.07934762],"category_scores_gemma":[0.004185725,0.0004572061,0.0008303963,0.001767149,0.000968082,0.0008361322,0.001475413,0.001822222,0.02775797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006418873,"about_ca_system_score_gemma":0.001593242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001144393,"about_ca_topic_score_gemma":0.001632734,"domain_scores_codex":[0.9986614,0.0003003174,0.0001605409,0.0002745615,0.0004275357,0.0001755609],"domain_scores_gemma":[0.9976984,0.0003703167,0.0001451495,0.0005398955,0.0009985768,0.0002477294],"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":[0.001059447,0.0007347014,0.1138959,0.002131249,0.0002029393,0.03370997,0.001741813,0.0003161943,0.1549759,0.01585092,0.1759393,0.4994417],"study_design_scores_gemma":[0.0001207502,0.0003904589,0.05261857,0.00162433,0.0001606046,0.07637241,0.0009369876,0.000792944,0.05639168,0.006811212,0.8037033,0.00007675091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1221658,0.04030625,0.049119,0.01844827,0.005895863,0.004936902,0.01021148,0.005442268,0.7434742],"genre_scores_gemma":[0.4494889,0.02217381,0.07213168,0.02774037,0.004236889,0.002618471,0.01376063,0.001419326,0.4064298],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07934762,"threshold_uncertainty_score":0.2654442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08991979084352959,"score_gpt":0.3449145057289586,"score_spread":0.254994714885429,"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."}}