{"id":"W4412605175","doi":"10.1093/ejcts/ezaf137","title":"Reply to Xiao <i>et al</i>.","year":2025,"lang":"he","type":"article","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"Houston Methodist Research Institute; Leids Universitair Medisch Centrum; London Health Sciences Centre; Institut de Cardiologie de Montréal; Houston Methodist Hospital; Florida Department of Health; University of Ottawa; University of Washington; Cleveland Clinic Foundation; Cleveland Clinic; Northwestern University; Centre Hospitalier Universitaire de Bordeaux; University of Southern California; Erasmus Medisch Centrum; Inselspital, Universitätsspital Bern; University of Florida Health; Massachusetts General Hospital","keywords":"Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003841626,0.00107407,0.001750514,0.001328324,0.002918259,0.003590659,0.002866308,0.03630361,0.008852357],"category_scores_gemma":[0.03050172,0.000855396,0.001332487,0.001093325,0.002922196,0.00473638,0.00241282,0.03868061,0.009253939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002704093,"about_ca_system_score_gemma":0.00342091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004314004,"about_ca_topic_score_gemma":0.00492736,"domain_scores_codex":[0.9975268,0.0006173689,0.0004375505,0.0003673116,0.000729092,0.0003218434],"domain_scores_gemma":[0.9904773,0.00408804,0.0007534674,0.0003261131,0.002976156,0.001378883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003597214,0.000009424825,0.0003088191,0.00006633961,0.00001248045,0.0004365776,0.0000481963,0.00002226702,0.00006335937,0.0003190721,0.9965739,0.002103678],"study_design_scores_gemma":[0.0000986668,0.00006171226,0.001703458,0.0003963306,0.00006048055,0.003017133,0.000767416,0.0002635095,0.0003855684,0.003529947,0.9895886,0.0001272705],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001703306,0.001508045,0.00006781562,0.9489294,0.04857579,0.00001062734,0.0001062768,0.00004020794,0.0005915556],"genre_scores_gemma":[0.001286616,0.001184743,0.0001026186,0.9502826,0.04493679,0.00003164572,0.0000559949,0.00002290775,0.0020961],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03630361,"threshold_uncertainty_score":0.02961409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04726790821993556,"score_gpt":0.3698707539849139,"score_spread":0.3226028457649783,"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."}}