{"id":"W4410190615","doi":"10.1093/ibd/izaf096","title":"Response to the Letter to the Editor: “AI-Assisted IBD Severity Classification: A Critical Perspective on Current Evidence and Next Steps”","year":2025,"lang":"en","type":"article","venue":"Inflammatory Bowel Diseases","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Thunder Bay Regional Health Sciences Centre","funders":"","keywords":"Perspective (graphical); Medicine; Computer science; Artificial intelligence","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":[0.0008862113,0.0002321645,0.0001625672,0.0001552077,0.0007189523,0.0006202435,0.001309485,0.0000637268,0.00001465432],"category_scores_gemma":[0.006563733,0.0001531221,0.00008632763,0.0004844844,0.000179142,0.0004174969,0.0006066315,0.0005403103,0.000147502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003442269,"about_ca_system_score_gemma":0.0005098596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005004078,"about_ca_topic_score_gemma":0.0000583141,"domain_scores_codex":[0.9964573,0.001507977,0.00031304,0.0007352821,0.0006176011,0.000368741],"domain_scores_gemma":[0.9946651,0.003129328,0.0000634363,0.001398802,0.0004215174,0.0003218562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002289963,0.000326089,0.06439632,0.0003979871,0.00005070443,0.0001025475,0.01145525,0.0005801002,0.0001439502,0.1039267,0.7736497,0.04268069],"study_design_scores_gemma":[0.00009348769,0.00007645922,0.7389466,0.0003538207,0.00001596547,0.000002624932,0.0002445253,0.004760772,0.000005197434,0.0003840974,0.2549608,0.0001556262],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09106343,0.002178307,0.01408291,0.8849866,0.005859769,0.001333822,0.00003751697,0.0003328763,0.0001248032],"genre_scores_gemma":[0.9642009,0.00001672804,0.0002754637,0.03279566,0.002153171,0.0004314527,8.77018e-7,0.00001325187,0.0001124926],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8731375,"threshold_uncertainty_score":0.7857876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03440199557882644,"score_gpt":0.3588838826971424,"score_spread":0.324481887118316,"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."}}