{"id":"W3178193526","doi":"10.1007/s00261-021-03200-x","title":"Percutaneous ultrasound gastrostomy (PUG): first prospective clinical trial","year":2021,"lang":"en","type":"article","venue":"Abdominal Radiology","topic":"Clinical Nutrition and Gastroenterology","field":"Nursing","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Sedation; Adverse effect; Gastrostomy; Percutaneous endoscopic gastrostomy; Surgery; Percutaneous; Clinical endpoint; Internal medicine; Randomized controlled trial","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006419727,0.0002598398,0.0008725701,0.00007006124,0.0002096176,0.00003728583,0.0002532335,0.0004119254,0.0007471906],"category_scores_gemma":[0.003928789,0.0002545436,0.0004918838,0.0001539722,0.0007739629,0.00006143196,0.00007544045,0.0008177907,0.0002132433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001173501,"about_ca_system_score_gemma":0.00003167246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002037802,"about_ca_topic_score_gemma":0.0002822309,"domain_scores_codex":[0.9963636,0.0009121976,0.00105868,0.0008278503,0.0001639256,0.0006737335],"domain_scores_gemma":[0.9954203,0.003448758,0.0002061656,0.0004660356,0.0001841375,0.0002745915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.484621,0.004306836,0.3118531,0.0000594593,0.0004607469,0.004942008,0.0005817777,0.00002789331,0.008031379,0.0003916543,0.1761791,0.008545049],"study_design_scores_gemma":[0.2694006,0.04467486,0.2740581,0.0001329717,0.0007885443,0.1169434,0.001239435,0.0002673296,0.001533874,0.007576321,0.2821511,0.00123338],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663773,0.0001733834,0.0003555053,0.02657512,0.00539312,0.000484252,0.00002967409,0.0001031857,0.0005084861],"genre_scores_gemma":[0.9783491,0.00009878157,0.002728592,0.01621519,0.002335425,0.00003256752,0.00005848167,0.00003400491,0.0001478668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2152205,"threshold_uncertainty_score":0.9999907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03122254126213585,"score_gpt":0.3458110115641322,"score_spread":0.3145884703019963,"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."}}