{"id":"W4281831267","doi":"10.1016/j.gie.2022.04.255","title":"DEVELOPMENT AND VALIDATION OF THE TORONTO UPPER GASTROINTESTINAL CLEANING SCORE","year":2022,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003135008,0.0001187129,0.0001378388,0.00003192312,0.0004114579,0.000009474087,0.0001409389,0.00001465847,0.002129802],"category_scores_gemma":[0.0003109103,0.00009486525,0.00004350575,0.0000986856,0.0001291407,0.00006947284,0.0002355538,0.0001900329,0.00001567215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009161401,"about_ca_system_score_gemma":0.0001036085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000106025,"about_ca_topic_score_gemma":0.00003507052,"domain_scores_codex":[0.9989796,0.0002175901,0.0002959218,0.0002008015,0.00009559641,0.0002104709],"domain_scores_gemma":[0.9994972,0.0001003922,0.0001737024,0.0001440123,0.0000549026,0.00002981892],"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":[0.0004206281,0.0001621764,0.2415227,0.00005667824,0.00001854537,0.000003875738,0.0007502335,0.0001182973,0.7504032,0.002273877,0.0008343847,0.003435428],"study_design_scores_gemma":[0.008750819,0.003081961,0.6346908,0.001684811,0.0001803821,0.04991312,0.01693388,0.0003318834,0.2391012,0.0004161737,0.04396114,0.000953839],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905409,0.0001316995,0.006514135,0.0001250031,0.0003179709,0.0001875939,0.000009772766,0.00004742473,0.002125486],"genre_scores_gemma":[0.986813,0.000001239721,0.01234456,0.0001586395,0.00001759994,0.00002863483,0.0000569939,0.0000116433,0.0005676664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.511302,"threshold_uncertainty_score":0.9987824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01682588673272338,"score_gpt":0.2440366804696067,"score_spread":0.2272107937368834,"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."}}