{"id":"W4384663242","doi":"10.1038/s41598-023-37435-z","title":"Impact of WeChat guidance on bowel preparation for colonoscopy: a quasi-experiment study","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Qilu Hospital of Shandong University; Shandong University","keywords":"Colonoscopy; Bowel preparation; Medicine; Withdrawal time; Intubation; Adverse effect; Adenoma; Gastroenterology; Internal medicine; Colorectal cancer; 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":[0.008718965,0.000798669,0.001313969,0.000421338,0.001292667,0.0007896365,0.0008888015,0.001221727,0.0044544],"category_scores_gemma":[0.01167165,0.0006689962,0.001556186,0.0002639966,0.001206703,0.001229404,0.0009253651,0.001570622,0.0006793847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009457596,"about_ca_system_score_gemma":0.003148603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001301563,"about_ca_topic_score_gemma":0.002503249,"domain_scores_codex":[0.9952517,0.00253712,0.0004494195,0.0006544895,0.0005468932,0.0005604198],"domain_scores_gemma":[0.9865414,0.005794228,0.00281654,0.001325801,0.001109191,0.002412784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1251971,0.5866621,0.1486494,0.003514617,0.001630333,0.0009099406,0.01840278,0.001475726,0.01213473,0.00108981,0.004198872,0.09613461],"study_design_scores_gemma":[0.03125904,0.790176,0.1601605,0.0003035823,0.0007949834,0.0001895544,0.005408308,0.002200669,0.00260714,0.0006908593,0.005988716,0.0002207552],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961373,0.00009944191,0.0005417267,0.0001394896,0.00005079723,0.00255159,0.0001063581,0.00001488716,0.0003583237],"genre_scores_gemma":[0.9803134,0.0002144025,0.006203929,0.0007678853,0.0001208426,0.01100245,0.0001787597,0.000008232371,0.001190089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008718965,"threshold_uncertainty_score":0.04611087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03693418976960685,"score_gpt":0.389636380735996,"score_spread":0.3527021909663892,"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."}}