{"id":"W2981466685","doi":"10.1002/dc.24325","title":"Cervical cytology reproducibility and associated clinical and demographic factors","year":2019,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"National Cancer Institute; Cancer Prevention and Research Institute of Texas","keywords":"Medicine; Reproducibility; Cytology; Gynecology; Pathology; Statistics","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001870049,0.000175957,0.0007538458,0.0001268315,0.00006403227,0.0000143543,0.00008528457,0.0003855247,0.001225321],"category_scores_gemma":[0.01886039,0.0001424373,0.0001051755,0.0002238505,0.0007432211,0.00003797504,0.0002342038,0.0006610758,0.00005032874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002649887,"about_ca_system_score_gemma":0.00008982799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000657218,"about_ca_topic_score_gemma":0.0001154001,"domain_scores_codex":[0.9972426,0.000411103,0.0004697995,0.001247947,0.000192325,0.0004362715],"domain_scores_gemma":[0.9944422,0.004241283,0.00006769023,0.0008047791,0.0001618926,0.0002821645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001881564,0.0002393986,0.98964,0.00009115882,0.00003345606,0.0001593362,0.00009695766,8.165139e-8,0.00009999935,0.0005197462,0.0001370396,0.008794697],"study_design_scores_gemma":[0.002125942,0.001198897,0.9938803,0.00001575388,0.00009548218,0.0002037669,0.00006867577,0.0000404703,0.00005814216,0.001552708,0.0006269083,0.0001329603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937879,0.001271991,0.0000123955,0.002219255,0.000309889,0.0005600828,0.00002026154,0.00006792675,0.001750299],"genre_scores_gemma":[0.9975885,0.001065194,0.00005030898,0.0009824334,0.0001153365,0.00001934854,0.00004478128,0.00001939524,0.0001147672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01699034,"threshold_uncertainty_score":0.9996877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04106608957262581,"score_gpt":0.3626526138771511,"score_spread":0.3215865243045253,"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."}}