{"id":"W4231740982","doi":"10.1016/j.gie.2010.03.1120","title":"Response","year":2010,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Columbian Hospital","funders":"Leonard M. Miller School of Medicine; Margaret A. Cargill Foundation; University of Miami","keywords":"Medicine; Dialysis; Internal medicine; Gastroenterology; End stage renal disease; Hemodialysis; Renal function; Kidney disease; Confounding; Disease; Peptic ulcer; Surgery","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":[0.00047245,0.0002437153,0.0002840777,0.0001431377,0.00009881009,0.00003832481,0.0001112306,0.0000331351,0.0007281589],"category_scores_gemma":[0.002338151,0.0002024894,0.0001578703,0.0001839527,0.000158134,0.00006705122,0.00005036015,0.0004968954,0.0005767664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004948055,"about_ca_system_score_gemma":0.0001583164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000359836,"about_ca_topic_score_gemma":0.000008768308,"domain_scores_codex":[0.9985439,0.00004844075,0.0002692265,0.0003671166,0.0002976297,0.0004736767],"domain_scores_gemma":[0.9983894,0.0005315986,0.00008349719,0.000410709,0.0001691738,0.0004156846],"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":[0.002672731,0.0003453341,0.3176377,0.00001193308,0.0000122489,0.0005993115,0.00001554921,0.00000128997,0.6756215,0.0004776766,0.00215447,0.0004502253],"study_design_scores_gemma":[0.004291808,0.005960525,0.8363422,0.0005581666,0.0001576743,0.1186726,0.00008541514,0.0001568738,0.02712474,0.0002535401,0.006121672,0.0002747673],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878318,0.00001243122,0.001108761,0.004863526,0.0002081366,0.000283839,0.000008520316,0.0002588715,0.005424063],"genre_scores_gemma":[0.7035527,9.020983e-7,0.2952648,0.0003532167,0.0001454466,0.00003520068,0.00001006564,0.00002908998,0.0006086327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6484967,"threshold_uncertainty_score":0.8257279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01511792657971788,"score_gpt":0.2842247734851628,"score_spread":0.269106846905445,"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."}}