{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001615142,0.0003624449,0.0002183653,0.000918345,0.0004919195,0.0004254478,0.0005971165,0.0002994444,0.001034358],"category_scores_gemma":[0.001576055,0.0001836448,0.0002186465,0.0007093584,0.0002655281,0.0003448486,0.0004472894,0.0001363427,0.0002153088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001480961,"about_ca_system_score_gemma":0.003268288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03881649,"about_ca_topic_score_gemma":0.02824032,"domain_scores_codex":[0.9989163,0.000313232,0.00006325732,0.0001457697,0.0004702071,0.00009125913],"domain_scores_gemma":[0.9992022,0.0001467353,0.00008181221,0.00005833064,0.000421978,0.00008891096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00111805,0.0006505953,0.5920449,0.0006615447,0.00009571987,0.0008600653,0.001690457,0.00614992,0.07325371,0.0006056725,0.003573821,0.3192955],"study_design_scores_gemma":[0.0002509902,0.002629559,0.8543628,0.000109029,0.0002049093,0.001129531,0.001656915,0.0866442,0.03917747,0.0005298172,0.01321162,0.00009302275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881989,0.0006312832,0.007591129,0.000243148,0.00001982742,0.0002958181,0.0004111015,0.0003618773,0.002247002],"genre_scores_gemma":[0.9792454,0.0002942599,0.01782397,0.00007893454,0.00001188091,0.0001379082,0.0006688127,0.00001480736,0.001724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03881649,"threshold_uncertainty_score":0.0771811,"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."}}