{"id":"W4414563921","doi":"10.1164/rccm.202508-1914le","title":"Reply to Liu et al., Zhou et al., and Dong et al.","year":2025,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; University of Alberta; Université Laval; University of Toronto; Vancouver General Hospital; University of British Columbia","funders":"National Research Foundation Singapore; AstraZeneca","keywords":"MEDLINE; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006381681,0.001228318,0.002034465,0.00142571,0.002530303,0.00390686,0.003418845,0.03774387,0.01205027],"category_scores_gemma":[0.0408514,0.0008491639,0.001596196,0.001108266,0.003165371,0.005055255,0.002655934,0.03904479,0.01305029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003285196,"about_ca_system_score_gemma":0.004130764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003285861,"about_ca_topic_score_gemma":0.003479631,"domain_scores_codex":[0.9966538,0.0008212855,0.0004916377,0.000500121,0.001113493,0.0004196072],"domain_scores_gemma":[0.9838949,0.006542087,0.001146665,0.0005210693,0.005855451,0.002039876],"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":[0.00003354242,0.000009021418,0.0001422885,0.00006388439,0.000009142455,0.0001391032,0.00003668954,0.00001725011,0.00004666236,0.0002615613,0.9972054,0.002035239],"study_design_scores_gemma":[0.000144875,0.00005949392,0.001146032,0.0003557433,0.00005928792,0.001308304,0.0003454394,0.0001865062,0.0003783036,0.002470457,0.9934581,0.00008748376],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000144821,0.002083015,0.00009797293,0.9288454,0.06806774,0.00001335441,0.000119389,0.00005321817,0.0005750391],"genre_scores_gemma":[0.001433574,0.002022121,0.0001336325,0.9071204,0.08600386,0.00005241364,0.00008378849,0.00003186585,0.003118265],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03774387,"threshold_uncertainty_score":0.04031217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02433827606896225,"score_gpt":0.4015075232647504,"score_spread":0.3771692471957881,"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."}}