{"id":"W2120067982","doi":"10.1148/rg.231025051","title":"Balloon Dilation and Stent Placement for Esophageal Lesions: Indications, Methods, and Results","year":2003,"lang":"en","type":"article","venue":"Radiographics","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Dysphagia; Balloon dilation; Radiology; Stent; Perforation; Esophageal stent; Surgery; Esophageal stricture; Esophageal dilatation; Balloon","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":[0.00104675,0.0001136934,0.0002032415,0.0002596991,0.0001510294,0.00001346464,0.00002623085,0.0001222608,0.000004364764],"category_scores_gemma":[0.0004240783,0.00009626405,0.00005530443,0.0002463995,0.0001105297,0.00004423919,0.00001375321,0.0001215443,6.413138e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001295046,"about_ca_system_score_gemma":0.00003110212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000430813,"about_ca_topic_score_gemma":0.000003685907,"domain_scores_codex":[0.9990088,0.0001384787,0.0002959785,0.0002830434,0.000106309,0.0001674214],"domain_scores_gemma":[0.999214,0.0003141726,0.0001010628,0.000177002,0.00005669158,0.0001370708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002103346,0.001248622,0.4688396,0.00110367,0.0007225108,0.0001310163,0.00418982,0.00002648348,0.009183111,0.3100651,0.007424186,0.1949626],"study_design_scores_gemma":[0.01555954,0.002952706,0.8971346,0.00018573,0.0009648463,0.0006783542,0.0007303959,0.001646691,0.004602976,0.01522101,0.0598021,0.0005210774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7957805,0.0546836,0.1355509,0.006287771,0.0005851571,0.004198517,0.0002039395,0.0002151938,0.002494348],"genre_scores_gemma":[0.841434,0.003054078,0.1543445,0.0005124289,0.00006175478,0.00008956469,0.0001100732,0.00001731538,0.0003762445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.428295,"threshold_uncertainty_score":0.3925534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03209272368433341,"score_gpt":0.3426160505432278,"score_spread":0.3105233268588944,"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."}}