{"id":"W2317500472","doi":"10.1097/md.0000000000001423","title":"Education for Ward Nurses Influences the Quality of Inpatient's Bowel Preparation for Colonoscopy","year":2015,"lang":"en","type":"article","venue":"Medicine","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Keimyung University","keywords":"Medicine; Bowel preparation; Colonoscopy; Constipation; Cathartic; Patient satisfaction; Randomized controlled trial; Enema; Internal medicine; Physical therapy; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.0006845887,0.00007013356,0.000201398,0.00005856192,0.00005488814,0.000003555092,0.00004976404,0.00004574218,0.000006164253],"category_scores_gemma":[0.001622481,0.00004264277,0.00004278651,0.0001374677,0.0001151396,0.00005417979,0.000006279265,0.00004442705,7.627521e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007337608,"about_ca_system_score_gemma":0.000304447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004929469,"about_ca_topic_score_gemma":0.0001300482,"domain_scores_codex":[0.9992195,0.00003767708,0.0002974796,0.0001327749,0.0002225787,0.00008995913],"domain_scores_gemma":[0.9988087,0.0002361072,0.0001902814,0.0001627252,0.0005363,0.00006587436],"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":[0.2781976,0.001321942,0.1072535,0.002425828,0.0003671609,3.416956e-7,0.05240213,0.0003003315,0.02485674,0.005060002,0.3020331,0.2257813],"study_design_scores_gemma":[0.02333795,0.1793786,0.2806589,0.001543893,0.001171894,0.00003083991,0.02483259,0.007069187,0.1092587,0.01514539,0.3570145,0.00055749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985335,0.0006642166,0.004974773,0.004921908,0.001230892,0.001521169,0.000007708586,0.00003347811,0.001310845],"genre_scores_gemma":[0.9970552,0.000009227342,0.0009062496,0.0004507054,0.0005262955,0.0004717216,0.00005276423,0.000006684927,0.0005211607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2548597,"threshold_uncertainty_score":0.1942378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08580526424099012,"score_gpt":0.4441094071454659,"score_spread":0.3583041429044758,"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."}}