{"id":"W2094093912","doi":"10.1016/s1074-3804(05)60052-7","title":"Frozen Section in Laparoscopic Management of Macroscopically Suspicious Ovarian Masses","year":2004,"lang":"en","type":"article","venue":"The Journal of the American Association of Gynecologic Laparoscopists","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Medicine; Frozen section procedure; Adnexal mass; Malignancy; Laparoscopy; Adnexal Diseases; Radiology; Biopsy; Surgery; General surgery; Pathology","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":[0.0009277933,0.000151935,0.0007120389,0.0001066509,0.00006818618,0.00001066568,0.0003040834,0.00006628161,0.00004198778],"category_scores_gemma":[0.0002686188,0.00008603047,0.0001923094,0.0005771436,0.0001735849,0.00006016217,0.00007779904,0.0002725566,0.000002862246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001447056,"about_ca_system_score_gemma":0.0002457559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003674111,"about_ca_topic_score_gemma":0.0002486936,"domain_scores_codex":[0.9980195,0.0002651329,0.0007955022,0.0001231136,0.0005570739,0.0002397436],"domain_scores_gemma":[0.9965456,0.0003553963,0.002515886,0.0003099192,0.0002175011,0.00005567756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005409346,0.001275675,0.9883679,0.0001562462,0.000817862,0.00002871338,0.0005502257,0.001539856,0.004249276,0.0005897721,0.0006454443,0.001238112],"study_design_scores_gemma":[0.004121358,0.001462735,0.9791481,0.0004374746,0.0004392777,0.00001740734,0.0003892774,0.000003597573,0.01257155,0.001095775,0.0002419686,0.00007151189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887918,0.0001683461,0.00004561458,0.009176012,0.0005890146,0.0004498711,0.000008535936,0.000007781554,0.0007630711],"genre_scores_gemma":[0.9967287,0.0009134435,0.001503552,0.0004724272,0.00007713726,0.0000111346,0.000001247583,0.00001240889,0.000279978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009219819,"threshold_uncertainty_score":0.3784001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007626215793076689,"score_gpt":0.2708753377090835,"score_spread":0.2632491219160067,"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."}}