{"id":"W5108714","doi":"10.1155/2007/307937","title":"Aspiration in the Context of Upper Gastrointestinal Endoscopy","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Endoscopy; Medicine; Endoscope; Context (archaeology); Complication; Surgery; Pulmonary aspiration; Radiology; Nuclear medicine","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":[0.001083158,0.00007895971,0.0002767357,0.0003798562,0.00002338579,0.000003588308,0.0001346496,0.00004245867,0.00009059297],"category_scores_gemma":[0.00026331,0.00005495158,0.00008602313,0.00008809505,0.0002034422,0.00004165637,0.000004374724,0.0003258391,0.000004202031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006140902,"about_ca_system_score_gemma":0.0002564673,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007344959,"about_ca_topic_score_gemma":0.03146364,"domain_scores_codex":[0.9988852,0.0001344134,0.0004759874,0.0000717239,0.00009656765,0.0003361462],"domain_scores_gemma":[0.9991916,0.0001019289,0.0002186307,0.0001059118,0.0001519809,0.0002298914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009205795,0.00003638951,0.991587,0.00000975585,0.0000106708,0.002286242,0.0005469658,0.00000233053,0.003037647,0.0002545725,0.0004179226,0.0008899349],"study_design_scores_gemma":[0.001815437,0.007150585,0.960635,0.00007620949,0.00002981868,0.02850394,0.0009332147,0.000004617696,0.0003039695,0.00007886331,0.0004477659,0.00002055137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944999,0.000123852,0.001284592,0.003217323,0.0001579387,0.00008803686,0.000004355876,0.0000010453,0.0006229275],"genre_scores_gemma":[0.9945386,0.000001730837,0.001337456,0.003946026,0.000145809,6.3448e-7,0.000002706595,0.000005819016,0.00002119609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03095196,"threshold_uncertainty_score":0.9862096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611877384125608,"score_gpt":0.2588473126265412,"score_spread":0.2427285387852851,"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."}}