{"id":"W3093701562","doi":"10.14309/01.ajg.0000704040.57257.9e","title":"S0498 Validation of a Point of Service, Disposable Rectal Expulsion Device (RED) to Identify Constipated Individuals With an Evacuation Disorder","year":2020,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Constipation; Balloon; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00945376,0.0003338222,0.0002566766,0.0009659597,0.0003868037,0.0004918135,0.0004445329,0.0005844897,0.003701609],"category_scores_gemma":[0.01552001,0.0001724482,0.0006394683,0.0005634052,0.0004017686,0.0004480913,0.0005236022,0.0002362996,0.001529153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000303067,"about_ca_system_score_gemma":0.0005267286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001856041,"about_ca_topic_score_gemma":0.002749236,"domain_scores_codex":[0.9943141,0.002350897,0.0008111109,0.000441782,0.001896534,0.0001856815],"domain_scores_gemma":[0.9806778,0.007874087,0.002554193,0.0009402602,0.007379191,0.0005744906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003633373,0.0006243747,0.9032508,0.0005511231,0.00012792,0.0003381224,0.001403635,0.0003043198,0.03067126,0.0001216213,0.001779005,0.05719432],"study_design_scores_gemma":[0.0002128276,0.01221612,0.9493763,0.0002630336,0.0001901373,0.002131842,0.00149053,0.004191945,0.02192073,0.0000844755,0.007867626,0.0000544657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889035,0.0003968899,0.004156807,0.0001242953,0.0001093341,0.0005544465,0.001025875,0.0001084593,0.004620599],"genre_scores_gemma":[0.9883329,0.0001417515,0.009240708,0.0001432587,0.00002823178,0.0002156883,0.000811516,0.00002345596,0.00106239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00945376,"threshold_uncertainty_score":0.04999685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01962889813088827,"score_gpt":0.3052309849012984,"score_spread":0.2856020867704101,"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."}}