{"id":"W2040523938","doi":"10.1097/pgp.0b013e31819d441d","title":"Indication and Method of Frozen Section in Vaginal Radical Trachelectomy","year":2009,"lang":"en","type":"article","venue":"International Journal of Gynecological Pathology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Hôtel-Dieu de Québec; Université Laval","funders":"","keywords":"Frozen section procedure; Medicine; Lesion; Surgery; Radiology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005189418,0.00007581113,0.0003440971,0.0003491129,0.00001038054,0.000005425716,0.0001011685,0.0001467983,0.0002018241],"category_scores_gemma":[0.0008845439,0.0000532406,0.00008316444,0.0001640601,0.00006816245,0.0000745831,0.0000158032,0.0003029515,0.000001378233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000133762,"about_ca_system_score_gemma":0.00005855081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006798109,"about_ca_topic_score_gemma":0.000004024881,"domain_scores_codex":[0.9988762,0.0001521274,0.000482468,0.0001202386,0.000265626,0.0001033975],"domain_scores_gemma":[0.9990367,0.0003444563,0.0002834884,0.00004252116,0.0002121359,0.00008074759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005259947,0.002777419,0.4037791,0.00001565372,0.0002450112,0.002663302,0.0003244137,0.00003943293,0.0835925,0.002635767,0.000122296,0.4985451],"study_design_scores_gemma":[0.005178646,0.003360645,0.9758201,0.00002704678,0.00005483077,0.002403792,0.00002419434,0.00004115501,0.003438159,0.009284821,0.0003210882,0.00004548604],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900322,0.0003293819,0.004246535,0.004209847,0.0003047365,0.00009272465,0.000002722821,0.000004975111,0.0007768963],"genre_scores_gemma":[0.9901699,0.0001802115,0.008674851,0.0007192816,0.0002337209,0.000002174367,0.000005104513,0.000002668237,0.00001204531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.572041,"threshold_uncertainty_score":0.2209832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02055550758625117,"score_gpt":0.3539343333510921,"score_spread":0.3333788257648409,"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."}}