{"id":"W3133872845","doi":"10.1053/j.gastro.2021.05.017","title":"Optimizing Colonoscopy Procedures and Reducing Patient Anxiety Through Recently Developed Online Information Resources","year":2021,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Colonoscopy; Medicine; Anxiety; Distress; Patient education; Bowel preparation; General surgery; Medical emergency; Intensive care medicine; Colorectal cancer; Family medicine; Internal medicine; Psychiatry; Cancer; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009463013,0.000327658,0.0003161113,0.0008772526,0.0003597603,0.001172768,0.0004909058,0.0003833959,0.009196474],"category_scores_gemma":[0.01201938,0.0001683796,0.0004868931,0.0006111594,0.0001228841,0.0009204754,0.0006188833,0.0007693091,0.001162507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005243901,"about_ca_system_score_gemma":0.00149816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002162485,"about_ca_topic_score_gemma":0.005966731,"domain_scores_codex":[0.9989955,0.0005029287,0.00008082815,0.00007252446,0.0002378927,0.0001102471],"domain_scores_gemma":[0.9922448,0.004979432,0.001061693,0.0001999589,0.0005603154,0.0009537451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001886519,0.01847366,0.1025583,0.001016328,0.0002237859,0.0002417396,0.0007290504,0.001331799,0.003083607,0.0005032266,0.01840951,0.8515425],"study_design_scores_gemma":[0.002144677,0.01754225,0.8707922,0.002073107,0.002703534,0.001365009,0.003337041,0.01783863,0.01139143,0.004057538,0.06639973,0.0003549517],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9364083,0.00441299,0.008690268,0.007007964,0.0003048737,0.001045297,0.001395929,0.001329423,0.03940488],"genre_scores_gemma":[0.932365,0.004431468,0.04916489,0.003772165,0.000558899,0.0006102396,0.001265706,0.0001165666,0.007715141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009196474,"threshold_uncertainty_score":0.03076524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01420259698475023,"score_gpt":0.2589832937317453,"score_spread":0.2447806967469951,"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."}}