{"id":"W2977516477","doi":"10.2196/15270","title":"Impact of Automated Digital Navigation Program on Bowel Preparation Quality and Patient Satisfaction for Colonoscopy: A Comparative Study Across Multiple Sites","year":2019,"lang":"en","type":"article","venue":"Iproceedings","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Colonoscopy; Health care; Patient satisfaction; Digital health; Medical physics; Surgery; Internal medicine; Colorectal cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002347318,0.0003691146,0.0006388784,0.0009778748,0.000608679,0.0007779684,0.0004255573,0.0006237425,0.00310771],"category_scores_gemma":[0.00567207,0.0003062921,0.001347032,0.001035806,0.0005770326,0.0009384226,0.0008366553,0.0007804913,0.0003833612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009241328,"about_ca_system_score_gemma":0.0007590967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003049319,"about_ca_topic_score_gemma":0.004761945,"domain_scores_codex":[0.997762,0.0008456862,0.0002505466,0.0003475574,0.0005304146,0.0002638978],"domain_scores_gemma":[0.9932008,0.002009897,0.002172027,0.0003021193,0.0009523398,0.001362895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008482664,0.01258128,0.9525868,0.0002467296,0.0006344651,0.0001451142,0.00151751,0.0001730989,0.0006965947,0.00005066334,0.0004324145,0.02245269],"study_design_scores_gemma":[0.0009067813,0.02921518,0.9661397,0.00004500488,0.0003397925,0.0001623636,0.001803377,0.0005424243,0.0003278808,0.00002988138,0.0004518139,0.00003586836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994463,0.0000745517,0.00005530641,0.00001842527,0.000004608589,0.00007634141,0.0001079365,0.000002552981,0.0002138856],"genre_scores_gemma":[0.9991125,0.00008093281,0.0002489715,0.00006311288,0.000017527,0.0001537708,0.0001696623,0.000002648741,0.0001507943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00310771,"threshold_uncertainty_score":0.01241398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04788945946696641,"score_gpt":0.4286636138070878,"score_spread":0.3807741543401214,"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."}}