{"id":"W1987488281","doi":"10.1115/1.4027038","title":"NOTES Closure of Esophageal Punctures and Fistulas Using Suction Countertraction and Nitinol Clips1","year":2014,"lang":"en","type":"article","venue":"Journal of Medical Devices","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Closure (psychology); Suction; Medicine; General surgery; Surgery; Engineering; Mechanical engineering; Political science","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":[0.0009476434,0.00009360092,0.0003706133,0.0001072318,0.00004449091,0.00001207075,0.00004976485,0.000187889,0.00006225029],"category_scores_gemma":[0.0007830951,0.00005983699,0.00005548703,0.00005748621,0.0001747866,0.0001159477,0.00002347504,0.0003577646,6.535275e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001151676,"about_ca_system_score_gemma":0.00005583434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005175806,"about_ca_topic_score_gemma":0.0000234989,"domain_scores_codex":[0.9987179,0.00009984758,0.0004209694,0.00009823836,0.000556473,0.0001065726],"domain_scores_gemma":[0.9989106,0.0003355136,0.0003577005,0.00005403706,0.0001543642,0.0001877776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005286997,0.0002106412,0.92826,0.0009635063,0.0001524523,0.0005325301,0.0005482584,0.00001057102,0.007001694,0.0003544042,0.0002304021,0.06120678],"study_design_scores_gemma":[0.002367986,0.001105439,0.9772959,0.0007226106,0.0003616302,0.01094153,0.0001744523,0.002173222,0.002727501,0.0004983824,0.001547142,0.00008422193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926167,0.003106565,0.0006291564,0.003216784,0.0003056428,0.00004755995,0.000001384728,0.000005165025,0.00007108693],"genre_scores_gemma":[0.9973934,0.0004193312,0.0006434981,0.0006954995,0.0008309363,2.582236e-7,0.000001351225,0.000006811452,0.000008908755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06112256,"threshold_uncertainty_score":0.2440082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01986332575962461,"score_gpt":0.3198661502361151,"score_spread":0.3000028244764905,"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."}}