{"id":"W4406638733","doi":"10.1016/b978-1-4160-2450-7.50350-9","title":"10.1016/b978-1-4160-2450-7.50350-9","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; General surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006835437,0.001982794,0.001135348,0.00154919,0.001110805,0.003773412,0.002245069,0.003542842,0.9741576],"category_scores_gemma":[0.001323,0.000659416,0.0007447674,0.001566208,0.000904892,0.003739143,0.002982262,0.001988241,0.9855951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006991163,"about_ca_system_score_gemma":0.0006996411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002437958,"about_ca_topic_score_gemma":0.002718166,"domain_scores_codex":[0.9996691,0.00002054844,0.00001982551,0.0001064757,0.0001247808,0.00005938469],"domain_scores_gemma":[0.9987424,0.000422531,0.00008170954,0.0001511207,0.0002271565,0.0003751265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001116999,0.000105001,0.0002519824,0.000403255,0.00001233325,0.0001075597,0.00006676505,0.0002594395,0.002032935,0.005541355,0.3571625,0.6339451],"study_design_scores_gemma":[0.00001366543,0.00003725106,0.00041687,0.0002570956,0.000005765254,0.0001697168,0.00005364429,0.00008241889,0.0002709384,0.001079337,0.9976037,0.00000963089],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001476821,0.000612041,0.0007096753,0.0002524096,0.0001607124,0.00003639629,0.0005204634,0.0007664823,0.9967942],"genre_scores_gemma":[0.0003701897,0.0003222266,0.0003312551,0.0000996583,0.00003378524,0.00002513212,0.0003179227,0.0001671584,0.9983326],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02584237,"threshold_uncertainty_score":0.036861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01027853711961654,"score_gpt":0.2011857027543268,"score_spread":0.1909071656347102,"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."}}