{"id":"W4407782635","doi":"10.3390/jpm15030077","title":"Trachelectomy and Cerclage Placement as Fertility-Sparing Surgery for Cervical Cancer—An Expert Survey","year":2025,"lang":"en","type":"article","venue":"Journal of Personalized Medicine","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Princess Margaret Cancer Centre; University of Toronto","funders":"National Cancer Institute","keywords":"Trachelectomy; Medicine; Cervical cancer; Stage (stratigraphy); Fertility; Fertility preservation; Cervical cerclage; Cancer; Gynecology; Surgery; Pregnancy; Internal medicine; Population; Gestational age; Environmental health","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":[0.001868374,0.0002347642,0.001151206,0.0004033068,0.0001035526,0.00001675654,0.0001017025,0.0001217123,0.000810765],"category_scores_gemma":[0.001506937,0.0001551609,0.000211479,0.0004720299,0.0001545127,0.0001118754,0.00002367592,0.0002789929,8.023176e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000350695,"about_ca_system_score_gemma":0.0005488481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001439634,"about_ca_topic_score_gemma":0.0002259184,"domain_scores_codex":[0.9978637,0.0001838682,0.0007840979,0.0002777394,0.000562334,0.0003283105],"domain_scores_gemma":[0.997273,0.001369939,0.000264913,0.0001591535,0.0004730579,0.0004599761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1216614,0.002936682,0.6034614,0.00253417,0.00438504,0.0004417012,0.004958902,0.000007484558,0.02256757,0.0004302922,0.02813042,0.2084849],"study_design_scores_gemma":[0.06182234,0.005928457,0.8628048,0.003699325,0.002093485,0.0002961717,0.00239471,0.0002781942,0.006485466,0.0007544167,0.05298594,0.0004566937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540257,0.03018355,0.0009648377,0.01275297,0.0008654426,0.0005467776,0.00001927373,0.00002108974,0.0006202988],"genre_scores_gemma":[0.9898267,0.002826321,0.0003678526,0.004691765,0.0007775912,0.00005384956,0.00003667734,0.00002388672,0.001395333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2593434,"threshold_uncertainty_score":0.8877308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08242361596942654,"score_gpt":0.3987568589693563,"score_spread":0.3163332429999297,"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."}}