{"id":"W3166025748","doi":"10.2196/26703","title":"Effects of a Personalized Smartphone App on Bowel Preparation Quality: Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Colonoscopy; Randomized controlled trial; Cathartic; Patient satisfaction; Bisacodyl; Physical therapy; Internal medicine; Colorectal cancer; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001657208,0.0001678694,0.001724133,0.0001240987,0.0001270157,0.00001392393,0.00002284812,0.0001340372,0.00002913242],"category_scores_gemma":[0.001077163,0.0001270235,0.0002913559,0.0002146045,0.00008800578,0.00003524942,0.00001208772,0.0002336287,0.000003511087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001051154,"about_ca_system_score_gemma":0.0008186037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002174826,"about_ca_topic_score_gemma":0.00004416077,"domain_scores_codex":[0.9972194,0.0009823837,0.0007861842,0.0003416882,0.0004041692,0.0002661805],"domain_scores_gemma":[0.9975577,0.001346898,0.000441133,0.0001819193,0.0001667385,0.0003056077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.990694,0.0003916908,0.00002855413,0.002059816,0.00009234608,0.000007261754,0.001004829,8.854668e-7,0.0003220869,0.0005556933,0.0002786408,0.004564178],"study_design_scores_gemma":[0.9884945,0.006217734,0.002408834,0.0002202217,0.0003586966,0.00002013878,0.000109591,0.0005334301,0.001059396,0.0001421951,0.0003358428,0.00009945548],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864319,0.004299226,0.0004111805,0.001498485,0.0005367142,0.005333357,0.000003599229,0.00008113818,0.001404395],"genre_scores_gemma":[0.994749,0.001205554,0.0002149011,0.00127596,0.0003777495,0.001029368,0.0000241618,0.00001477587,0.0011085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008317124,"threshold_uncertainty_score":0.5179869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03303431843549177,"score_gpt":0.3910826101242501,"score_spread":0.3580482916887583,"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."}}