{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002112953,0.00008493415,0.0002200763,0.0000893962,0.00004812082,0.000005927632,0.00009400104,0.0001939605,0.004823238],"category_scores_gemma":[0.0001455595,0.00007036275,0.00006582803,0.00007809779,0.0001962727,0.00002158831,0.00007643678,0.0006239538,0.0004026447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001380489,"about_ca_system_score_gemma":0.00007761452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007969727,"about_ca_topic_score_gemma":0.00007408892,"domain_scores_codex":[0.9991062,0.00003292692,0.0001279794,0.0002788549,0.0001324378,0.0003216373],"domain_scores_gemma":[0.9992937,0.00003621521,0.00001711659,0.0003939645,0.0001046652,0.0001542779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004057762,0.000252191,0.05134571,0.00005570774,0.00001359657,0.002603098,0.0004162588,0.000001256582,0.5558249,0.006754221,0.001144195,0.3811831],"study_design_scores_gemma":[0.002748613,0.0007163272,0.9154301,0.000002308034,0.00004657066,0.005940993,0.00002113031,0.001421476,0.01153663,0.02015209,0.04176403,0.0002197229],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8796233,0.0001244193,0.002293328,0.003335104,0.0003767787,0.0001629839,0.000005520219,0.00009138712,0.1139872],"genre_scores_gemma":[0.9949322,0.00001690345,0.001146468,0.001705845,0.000323758,0.00002891442,0.00001269582,0.00001796488,0.001815294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8640844,"threshold_uncertainty_score":0.9960865,"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."}}