{"id":"W4309515420","doi":"10.1097/mpa.0000000000002105","title":"Clinical Trials in Pancreatitis: Opportunities and Challenges in the Design and Conduct of Patient-Focused Clinical Trials in Recurrent Acute and Chronic Pancreatitis","year":2022,"lang":"en","type":"article","venue":"Pancreas","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Pancreatitis; Clinical trial; Medicine; Acute pancreatitis; Intensive care medicine; General surgery; Internal medicine","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":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04450544,0.0003622292,0.003816792,0.0003808674,0.000104552,0.00002178027,0.0001327962,0.0002662406,0.0000947941],"category_scores_gemma":[0.008385142,0.0002607894,0.0002398128,0.0002243152,0.0005846201,0.0001194999,0.0001699053,0.0007788194,0.000001181969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001115325,"about_ca_system_score_gemma":0.0003890776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003375826,"about_ca_topic_score_gemma":0.0003457047,"domain_scores_codex":[0.9621665,0.03237751,0.003791312,0.000811908,0.0003814283,0.0004713696],"domain_scores_gemma":[0.9775401,0.02077547,0.0009619353,0.0004688624,0.00004860947,0.0002050117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004401102,0.001423928,0.5994552,0.0002483323,0.0006359727,0.002954984,0.002984902,0.000002643793,0.00008350563,0.00264076,0.0002209497,0.3849477],"study_design_scores_gemma":[0.03204102,0.01131882,0.939997,0.0009808958,0.00179459,0.001675452,0.00497271,0.0002185846,0.0001364419,0.002391502,0.003992853,0.0004800904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9099117,0.08442308,0.00001142892,0.002370453,0.000210546,0.002515424,0.0001559294,0.00001990174,0.0003815749],"genre_scores_gemma":[0.7330416,0.265226,0.0006221709,0.0002068198,0.00009547724,0.0007129508,0.00005091344,0.00002078871,0.00002328257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3844676,"threshold_uncertainty_score":0.9999844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5083890035111966,"score_gpt":0.4619785967245552,"score_spread":0.04641040678664149,"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."}}