{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006215237,0.0007190511,0.001019824,0.002968762,0.0008134209,0.001569282,0.001121791,0.0007106508,0.003361045],"category_scores_gemma":[0.0168577,0.0003698367,0.001525062,0.001516388,0.0007407573,0.0008650104,0.002210522,0.0008680364,0.00107149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004836864,"about_ca_system_score_gemma":0.007165101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05914676,"about_ca_topic_score_gemma":0.1075654,"domain_scores_codex":[0.994123,0.0009860963,0.0006137801,0.0005307478,0.00332939,0.0004169868],"domain_scores_gemma":[0.9878867,0.00164487,0.002186076,0.0005122176,0.006880438,0.0008896992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008114317,0.0003043511,0.8974237,0.0002636759,0.0004600717,0.0001027465,0.0008032589,0.001863558,0.001855271,0.001251051,0.01392055,0.08094042],"study_design_scores_gemma":[0.0001228297,0.0007903475,0.9792588,0.0001411098,0.0002284097,0.0002195504,0.0005779346,0.005411021,0.001445863,0.0004082352,0.01133966,0.00005618884],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.932301,0.001514727,0.02042121,0.001169811,0.0003167211,0.00294524,0.01065863,0.0004981669,0.03017439],"genre_scores_gemma":[0.9435043,0.0007387133,0.03546318,0.000244188,0.000096867,0.002332355,0.01126837,0.0001289928,0.006223144],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05914676,"threshold_uncertainty_score":0.117605,"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."}}