{"id":"W4416910304","doi":"10.1016/j.gie.2025.10.017","title":"Response","year":2025,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Randomized controlled trial; Observational study; Colonoscopy; Quality (philosophy); MEDLINE","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":[0.0002630075,0.00008755913,0.0001331886,0.0001472077,0.00005894927,0.00001339687,0.00004220287,0.00001812156,0.0000865136],"category_scores_gemma":[0.001057829,0.00008116494,0.00006543997,0.0002930588,0.00004739606,0.00002693481,0.0000270638,0.0001548823,0.00005260715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009688264,"about_ca_system_score_gemma":0.0001739374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004344211,"about_ca_topic_score_gemma":0.000005433476,"domain_scores_codex":[0.9993473,0.00005920177,0.0001285008,0.0001772016,0.0001105214,0.0001772894],"domain_scores_gemma":[0.9994369,0.0002146798,0.00002627201,0.0001742973,0.00007442124,0.00007341369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.2056531,0.0001362975,0.06871653,0.00007637327,0.00003184113,0.0002209762,0.00004516698,0.00002649017,0.7002204,0.0004783506,0.00944942,0.01494505],"study_design_scores_gemma":[0.009251744,0.02152527,0.7990413,0.003138138,0.0002258642,0.02149663,0.0003760091,0.00259347,0.09661888,0.001006925,0.04433763,0.0003881799],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8586735,0.0001098001,0.1040008,0.003871194,0.0002237269,0.0002144896,0.000002454411,0.0003380605,0.03256594],"genre_scores_gemma":[0.9296675,0.000001226954,0.06264266,0.0007056483,0.00005355251,0.00002055147,0.000002492629,0.000008047899,0.00689828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7303247,"threshold_uncertainty_score":0.330981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01419340212981519,"score_gpt":0.2957120145826005,"score_spread":0.2815186124527854,"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."}}