{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001629295,0.001290392,0.003781198,0.0005789081,0.0005504209,0.001086535,0.0008133053,0.002695543,0.009072258],"category_scores_gemma":[0.003272902,0.0006405214,0.0029756,0.0006406356,0.0009465872,0.0009973305,0.0005573653,0.002026754,0.000612891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006976736,"about_ca_system_score_gemma":0.001245152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00127656,"about_ca_topic_score_gemma":0.001813565,"domain_scores_codex":[0.9985966,0.0006489726,0.0001915559,0.0002577899,0.0001315535,0.0001735581],"domain_scores_gemma":[0.9983993,0.0006164268,0.0004663678,0.0001018145,0.0001209255,0.0002951559],"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":[0.9732056,0.008769183,0.000648013,0.002382911,0.001663665,0.00003942055,0.0000393206,0.00009327201,0.0005773155,0.00005224915,0.0003959504,0.01213317],"study_design_scores_gemma":[0.9216304,0.07273324,0.002754458,0.0001773229,0.001827243,0.0000184251,0.00002687002,0.000240168,0.0001661079,0.00006242243,0.0003475512,0.00001580957],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711915,0.01107323,0.0007856352,0.00087968,0.001253814,0.01148,0.00103386,0.0001232969,0.002179042],"genre_scores_gemma":[0.9682751,0.005275874,0.002663467,0.001295112,0.001036249,0.01855476,0.0006034516,0.00001445773,0.002281549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009072258,"threshold_uncertainty_score":0.03034967,"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."}}