{"id":"W4306784492","doi":"10.14740/gr1552","title":"The Supportive Role of Provocative Maneuvers and Impedance Clearance in Detecting Ineffective Esophageal Motility","year":2022,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Motility; Bolus (digestion); Esophageal motility disorder; High resolution manometry; Swallowing; Internal medicine; Gastroenterology; Surgery; Esophagus; Achalasia","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":[0.001830447,0.0001238593,0.0002954051,0.0001876445,0.0003667942,0.000008050013,0.0001633505,0.00003634591,0.00002119648],"category_scores_gemma":[0.0003446372,0.00009515919,0.00005362395,0.0002967207,0.0005957867,0.00005366489,0.0003910458,0.0009697892,0.000003023182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001813136,"about_ca_system_score_gemma":0.00008882711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001131933,"about_ca_topic_score_gemma":0.000108545,"domain_scores_codex":[0.9971752,0.001058256,0.0002736532,0.0003892959,0.0004489384,0.0006547043],"domain_scores_gemma":[0.9989848,0.0003985165,0.00009764809,0.0002677381,0.0001486262,0.0001026485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003581196,0.0002429516,0.9854397,0.00003132994,0.00007912346,0.0002551627,0.001225617,0.00001396667,0.001065998,0.00003270278,0.000007905804,0.008024323],"study_design_scores_gemma":[0.002103417,0.003826217,0.9889471,0.00001126457,0.00001331424,0.0001450081,0.002140891,0.0007032286,0.00175832,0.000328593,0.000005829918,0.00001684481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998346,0.0002216026,0.000006923684,0.0002169014,0.00003714845,0.0009378393,0.00001905132,0.00001130095,0.000203266],"genre_scores_gemma":[0.9993606,0.00002107624,0.00007914061,0.00003649259,0.00001635508,0.0003512381,0.00000521212,0.00001400294,0.0001158452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008007478,"threshold_uncertainty_score":0.4213305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02139866205331903,"score_gpt":0.3457497964821871,"score_spread":0.3243511344288681,"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."}}