{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03031369,0.0003055434,0.0005298626,0.0014536,0.0006131054,0.0008802296,0.0008875896,0.0004752269,0.001660055],"category_scores_gemma":[0.08571909,0.0002518707,0.0005393408,0.001401334,0.001165181,0.0006040628,0.0006826681,0.000536831,0.0004051771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005584765,"about_ca_system_score_gemma":0.0007298827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001817419,"about_ca_topic_score_gemma":0.001291036,"domain_scores_codex":[0.9805375,0.008219751,0.00336699,0.002615397,0.004781618,0.0004788387],"domain_scores_gemma":[0.8259315,0.115947,0.02771679,0.01372412,0.01529717,0.001383421],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009660453,0.00001863095,0.996312,0.00003955748,0.0001116109,0.00005248017,0.0001750026,0.0001223922,0.0002384491,0.00003614084,0.00005964662,0.002737551],"study_design_scores_gemma":[0.000003583788,0.0001157558,0.9972544,0.00002120901,0.00006397973,0.0007609761,0.000154322,0.0006173557,0.0006291466,0.0001280153,0.0002420123,0.000009090296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899507,0.00232897,0.004251881,0.0002441858,0.00004620953,0.00006748224,0.0004388886,0.00004665433,0.002625049],"genre_scores_gemma":[0.9990114,0.00007054925,0.0006375542,0.00001585441,0.00001493954,0.00001731771,0.000147521,0.000009574719,0.00007540299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9696863,"threshold_uncertainty_score":0.160316,"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."}}