{"id":"W2809644041","doi":"10.1016/j.ygyno.2018.05.019","title":"Pap tests in the diagnosis of cervical cancer: Help or hinder?","year":2018,"lang":"en","type":"article","venue":"Gynecologic Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Cancer Care Ontario; University of Toronto","funders":"","keywords":"Medicine; Cervical cancer; Gynecology; Pap test; Cancer; Obstetrics; Medical physics; Intensive care medicine; Cervical cancer screening; Internal medicine","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":[0.0007771226,0.000130721,0.0005172847,0.0001180398,0.00007512557,0.000007028634,0.0003393641,0.000297127,0.0327808],"category_scores_gemma":[0.001351848,0.00006974521,0.00008275839,0.0005731679,0.0005392304,0.00003030343,0.0001432425,0.0004479612,0.0001169646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004059525,"about_ca_system_score_gemma":0.0008017865,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008805214,"about_ca_topic_score_gemma":0.02431898,"domain_scores_codex":[0.9982374,0.0002937485,0.000367118,0.0003024056,0.000313176,0.0004861222],"domain_scores_gemma":[0.9968203,0.002408442,0.00008383058,0.0003301585,0.0002364273,0.0001208691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001164517,0.001205688,0.6242336,0.0001249803,0.00004166473,0.000280478,0.0008338772,0.000001298619,0.0001032763,0.0004549698,0.01770307,0.3538525],"study_design_scores_gemma":[0.002160686,0.006920747,0.8850673,0.0000118472,0.00004801296,0.00003859224,0.0005477539,0.00004700033,0.0004509032,0.0007110969,0.1039147,0.00008134459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8875368,0.0006517603,0.00000538108,0.03076257,0.0004021923,0.0009005222,0.00001543862,0.00003483046,0.07969048],"genre_scores_gemma":[0.9904596,0.0007504355,0.0001578341,0.007179894,0.0005073391,0.0005548349,0.000005524033,0.0000104329,0.000374098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3537712,"threshold_uncertainty_score":0.9934847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1086465719060708,"score_gpt":0.4435833838669382,"score_spread":0.3349368119608674,"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."}}