{"id":"W2122494136","doi":"10.1136/fg.2010.001552","title":"Does constipation predict the quality of bowel preparation during colonoscopy?","year":2010,"lang":"en","type":"article","venue":"Frontline Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Colonoscopy; Constipation; Bowel preparation; Internal medicine; Gastroenterology; Chronic constipation; Colorectal cancer; Demographics; Cathartic; General surgery; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003163342,0.00009174019,0.0002165687,0.00005590678,0.00007194308,0.000005912609,0.00006536284,0.00008541228,0.00008834121],"category_scores_gemma":[0.0001965894,0.00005199464,0.00007219479,0.00004931126,0.0001759793,0.00005349875,0.00003276693,0.0002607369,0.000003291955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000277114,"about_ca_system_score_gemma":0.0000356858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002023162,"about_ca_topic_score_gemma":0.003051678,"domain_scores_codex":[0.9990508,0.00009670448,0.0003518227,0.0001894811,0.0001459485,0.0001652386],"domain_scores_gemma":[0.9993002,0.0000491637,0.0002112158,0.0002627451,0.0001257047,0.00005099524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0505097,0.0001211057,0.842967,0.0000614424,0.0000816488,0.000001684936,0.000248164,0.00005711288,0.1053748,0.00003583952,0.0002491418,0.0002923616],"study_design_scores_gemma":[0.001993492,0.004752273,0.963568,0.00001585974,0.00006824688,0.00004796395,0.00005565714,0.00150644,0.02752279,0.00003870046,0.0003922883,0.00003826156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938173,0.00001184977,0.003290192,0.001278097,0.0009602621,0.0003440561,0.0000240516,0.00006479462,0.0002094319],"genre_scores_gemma":[0.998433,0.000005375588,0.0008318396,0.0001352894,0.0003268137,0.00005336244,0.00003508602,0.000007974286,0.0001712685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.120601,"threshold_uncertainty_score":0.212028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064407468728248,"score_gpt":0.300530280557561,"score_spread":0.2898862058702786,"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."}}