{"id":"W2783985204","doi":"10.1055/s-0043-122229","title":"A novel method of endoscopic-assisted esophageal clearance in advanced achalasia","year":2018,"lang":"en","type":"article","venue":"Endoscopy International Open","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Achalasia; Medicine; General surgery; Esophagus; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003397815,0.0001478522,0.0004082586,0.0001922874,0.00003005568,0.0000190677,0.0005357892,0.00008816781,0.000907868],"category_scores_gemma":[0.0002486025,0.0001339293,0.00006840732,0.0002372236,0.0001166728,0.0002198354,0.0002490159,0.0002039148,0.0001037917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008208749,"about_ca_system_score_gemma":0.0001069532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002301775,"about_ca_topic_score_gemma":0.0001151406,"domain_scores_codex":[0.9986582,0.00006251415,0.0004386406,0.0003556333,0.000267933,0.0002171271],"domain_scores_gemma":[0.9991555,0.0001188662,0.0001763981,0.0002688474,0.0002006971,0.00007966031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00534622,0.001827685,0.1379472,0.0001053224,0.000279055,0.0004614305,0.001718716,0.0000314131,0.7753938,0.02251438,0.0006751616,0.05369964],"study_design_scores_gemma":[0.0105371,0.001133192,0.7992979,0.0003538945,0.00003209984,0.0003551791,0.0001134351,0.0009661983,0.181782,0.0006079688,0.004684802,0.0001362781],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.841103,0.0002400434,0.03109107,0.004009685,0.001972494,0.001655145,0.0001161481,0.00006647712,0.119746],"genre_scores_gemma":[0.7969213,0.00001103379,0.1989706,0.0007727322,0.0001757727,0.00005460995,0.00002835775,0.00001802753,0.00304756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6613507,"threshold_uncertainty_score":0.9940518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03306786107258195,"score_gpt":0.3957012731977843,"score_spread":0.3626334121252023,"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."}}