{"id":"W4229935186","doi":"10.5858/2004-128-17-copoca","title":"Comparison of Performance of Conventional and ThinPrep Gynecologic Preparations in the College of American Pathologists Gynecologic Cytology Program","year":2004,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Concordance; Medicine; Papanicolaou stain; Papanicolaou Test; Cytology; Squamous intraepithelial lesion; Gynecology; Context (archaeology); Intraepithelial neoplasia; Bethesda system; Obstetrics; Cervical intraepithelial neoplasia; Internal medicine; Pathology; Cancer; Cervical cancer; Prostate","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":[],"consensus_categories":[],"category_scores_codex":[0.004704711,0.0002736392,0.000149608,0.0006035897,0.0003465249,0.0004193702,0.0004913007,0.0004280052,0.001340998],"category_scores_gemma":[0.01863698,0.0002127232,0.0001671037,0.0002464781,0.0003731535,0.0003232981,0.0006285977,0.0003172707,0.0002735787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004017483,"about_ca_system_score_gemma":0.0008704686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002598612,"about_ca_topic_score_gemma":0.003844682,"domain_scores_codex":[0.9968706,0.001513136,0.000204447,0.0005279002,0.000686466,0.0001974283],"domain_scores_gemma":[0.98871,0.005196057,0.00223119,0.0006603576,0.002199901,0.001002545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001447201,0.0004722745,0.9696256,0.00007455498,0.00005693826,0.0001020792,0.0009830715,0.0001506792,0.003433941,0.0000432195,0.0004365591,0.02317396],"study_design_scores_gemma":[0.0001216852,0.003332919,0.9880518,0.00004053903,0.000054043,0.000390817,0.0009823592,0.001260095,0.004769094,0.00005583759,0.0009261611,0.00001466192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993044,0.00006886869,0.0001407605,0.00004329957,0.000006236622,0.00003298925,0.00005485624,0.00000617264,0.0003425185],"genre_scores_gemma":[0.9991452,0.00003032169,0.0004824249,0.00003177231,0.000007458744,0.00002240635,0.0001298252,0.000002292112,0.0001482891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004704711,"threshold_uncertainty_score":0.02488118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03394456116062163,"score_gpt":0.3900994967822509,"score_spread":0.3561549356216293,"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."}}