{"id":"W4255507273","doi":"10.12968/gasn.2009.7.10.45661","title":"Gastroenterologists develop international quality guidance for endoscopy","year":2009,"lang":"en","type":"article","venue":"Gastrointestinal Nursing","topic":"Global Healthcare and Medical Tourism","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Shire; Endoscopy; Quality (philosophy); General surgery; Surgery","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":[0.03434,0.0009496771,0.0007580835,0.001651149,0.004906225,0.01039408,0.002440095,0.04207869,0.02047961],"category_scores_gemma":[0.1476877,0.001200347,0.002371563,0.001314848,0.004363542,0.007576767,0.01085865,0.03441184,0.008690742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006697995,"about_ca_system_score_gemma":0.02625083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0103033,"about_ca_topic_score_gemma":0.02073845,"domain_scores_codex":[0.9627325,0.01002878,0.004416247,0.001034485,0.01673609,0.005051942],"domain_scores_gemma":[0.7835798,0.055321,0.02031599,0.007107124,0.07620431,0.05747171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001572364,0.0000587858,0.0009667346,0.00009966499,0.00001110048,0.00007759201,0.0002402188,0.00006249749,0.00009179931,0.001584412,0.9781844,0.01860718],"study_design_scores_gemma":[0.00005492034,0.00007817577,0.003379117,0.0005452821,0.00001789626,0.0001723155,0.001030501,0.000107056,0.0001546304,0.002084759,0.9923304,0.00004485735],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0005332681,0.002545119,0.0008207109,0.9475094,0.03026768,0.00005037571,0.00005115871,0.0001295781,0.01809266],"genre_scores_gemma":[0.01483665,0.005704184,0.005010293,0.905916,0.0350723,0.0001545428,0.0003538374,0.0002244639,0.03272778],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04207869,"threshold_uncertainty_score":0.1816095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1086699494593218,"score_gpt":0.5072406602703329,"score_spread":0.3985707108110111,"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."}}