{"id":"W4415393525","doi":"10.2196/77189","title":"Compliance With Bowel Preparation and Its Influencing Factors in Patients Undergoing Colonoscopy: Cross-Sectional Study","year":2025,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laxative; Bowel preparation; Compliance (psychology); Cathartic; Patient compliance; Taste","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":[0.001650361,0.0002452754,0.0005240491,0.0009412002,0.0005623536,0.0005137079,0.000268183,0.0006777566,0.001214346],"category_scores_gemma":[0.003162718,0.000451102,0.0006026364,0.001339671,0.000268843,0.0007197017,0.0004140911,0.0007149797,0.0001989275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002596512,"about_ca_system_score_gemma":0.0004416767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002410485,"about_ca_topic_score_gemma":0.003051192,"domain_scores_codex":[0.9989761,0.0002805269,0.0001793355,0.0001602615,0.00025691,0.0001468866],"domain_scores_gemma":[0.9973505,0.0006588478,0.001200625,0.0001451016,0.0002665723,0.0003784608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003460007,0.00007207821,0.9994043,0.00000837967,0.00002273031,0.00002993649,0.0000621988,0.000007337422,0.00003809861,0.000002854261,0.00001696667,0.0003006259],"study_design_scores_gemma":[0.000005644064,0.0003318269,0.9990159,0.000006557752,0.00002864653,0.0001889602,0.0002196023,0.0001044633,0.0000197359,0.000005074276,0.00006981001,0.00000367879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993889,0.0001829256,0.00006631498,0.00002739399,0.000004425869,0.00001877225,0.0001047071,0.000001759826,0.0002047275],"genre_scores_gemma":[0.9995478,0.00008765069,0.000094727,0.00004533476,0.000008625357,0.00002062474,0.0001290718,8.961774e-7,0.00006533499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002410485,"threshold_uncertainty_score":0.008728087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07941885339728616,"score_gpt":0.4837149939026865,"score_spread":0.4042961405054004,"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."}}