{"id":"W2766157025","doi":"10.5539/cco.v6n2p51","title":"Automated Quantitative Cytology Imaging Analysis System in Cervical Cancer Screening in Shanxi Province, China","year":2017,"lang":"en","type":"article","venue":"Cancer and Clinical Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chinese Center for Disease Control and Prevention","keywords":"Medicine; Cervical cancer; Cytology; Medical physics; Population; Cervical cancer screening; Gynecology; Cancer; Radiology; Pathology; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001347816,0.0002097618,0.001561108,0.0003744646,0.0001776673,0.00004820652,0.0002949456,0.0003473028,0.0005612016],"category_scores_gemma":[0.0005751413,0.0001731624,0.0002247266,0.0004517697,0.0006929571,0.0001368309,0.0002740692,0.001008409,0.00000696215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005325402,"about_ca_system_score_gemma":0.0010717,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0183574,"about_ca_topic_score_gemma":0.09892211,"domain_scores_codex":[0.9970807,0.0003292774,0.0009772584,0.0007497948,0.0002505266,0.000612477],"domain_scores_gemma":[0.9981506,0.0005880677,0.0002983975,0.0004349864,0.0001693589,0.0003586051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001691799,0.0002009646,0.8221303,0.0001671975,0.0003259881,0.0004590159,0.0001255315,0.00004865761,0.000009114742,0.0005603014,0.0001253649,0.1741558],"study_design_scores_gemma":[0.005651827,0.0004312154,0.8832175,0.0001216098,0.0004461715,0.00001164831,0.0002940378,0.1080255,0.000006597304,0.00004231093,0.001592027,0.0001595816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594256,0.004210395,0.0002522692,0.01216277,0.0004969279,0.0007819695,0.0000456389,0.000132867,0.02249161],"genre_scores_gemma":[0.9967239,0.001515575,0.000337361,0.0007268392,0.000259865,0.000187216,0.00001441684,0.00002079389,0.0002139817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1739962,"threshold_uncertainty_score":0.9881794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1070826498157132,"score_gpt":0.521947769401683,"score_spread":0.4148651195859698,"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."}}