{"id":"W2017548690","doi":"10.1016/s0090-8258(03)00323-8","title":"Slide review in gynecologic oncology ensures completeness of reporting and diagnostic accuracy☆","year":2003,"lang":"en","type":"article","venue":"Gynecologic Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Gynecologic oncology; Gynecologic cancer; General surgery; Medical physics; Gynecology; Surgery; Cancer; 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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004466085,0.0002748966,0.002043541,0.0002437685,0.0000963866,0.000007345781,0.0001976441,0.0004925681,0.0058688],"category_scores_gemma":[0.1224963,0.0002159564,0.0001599155,0.0005993237,0.0005001987,0.00006105391,0.0002039814,0.0007949654,0.00003511714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007192764,"about_ca_system_score_gemma":0.001289629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001639445,"about_ca_topic_score_gemma":0.002002314,"domain_scores_codex":[0.9950874,0.001068792,0.002115084,0.0006460514,0.0003019282,0.0007807363],"domain_scores_gemma":[0.9802108,0.01721653,0.001352378,0.000477116,0.0004419091,0.0003013128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003327613,0.001810309,0.6384701,0.00447988,0.0001175285,0.003826914,0.0002033681,0.00001487028,0.001039161,0.002700175,0.004262744,0.3427422],"study_design_scores_gemma":[0.003256117,0.004985992,0.8433779,0.0002385576,0.000179077,0.0007803249,0.0002831215,0.00002340496,0.0003737604,0.001919597,0.1443413,0.0002408708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8073013,0.04727503,0.00003193824,0.007268359,0.0005781238,0.002812193,0.000011814,0.00008273694,0.1346384],"genre_scores_gemma":[0.9584403,0.03468173,0.001249534,0.005044943,0.00005665124,0.0003584826,0.00002226464,0.00002066225,0.0001254039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3425013,"threshold_uncertainty_score":0.99504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1128729386295671,"score_gpt":0.4442305866477307,"score_spread":0.3313576480181635,"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."}}