{"id":"W4406470342","doi":"10.1016/j.bjorlp.2017.10.012","title":"10.1016/j.bjorlp.2017.10.012","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Foreign Body Medical Cases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Thyroid; Esophagus; Foreign body; Anatomy; Medicine; General surgery; Internal medicine; Radiology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000188821,0.0001876529,0.000323137,0.0001063292,0.00006346511,0.00001712697,0.0001575108,0.0001123476,0.9996564],"category_scores_gemma":[0.0003472235,0.0001581673,0.000104091,0.0002619625,0.0001156701,0.00007174363,0.00004120401,0.0002006416,0.9979757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006884919,"about_ca_system_score_gemma":0.00009022013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002037945,"about_ca_topic_score_gemma":1.119275e-7,"domain_scores_codex":[0.998539,0.0000326155,0.0002529562,0.0002988713,0.0004621205,0.0004144714],"domain_scores_gemma":[0.9987404,0.000093089,0.00002852158,0.0004820637,0.00007045248,0.0005854145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003639493,0.0001091211,2.088404e-7,0.00002002054,0.00002260864,0.0002268055,0.000009850766,0.000002024608,0.00007657742,0.000001643313,0.6894577,0.3097095],"study_design_scores_gemma":[0.0009079573,0.0007810321,0.00008425924,0.00008545039,0.00007640854,0.0002755823,0.000001725171,0.0001128464,0.0002623712,0.00001267479,0.9972249,0.0001747567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00219496,0.0001735279,5.368004e-7,0.001032557,0.000002311343,0.0003327621,0.00001670187,0.0002274897,0.9960191],"genre_scores_gemma":[0.0008304651,4.94097e-7,0.0002246711,0.0003695131,0.0005423397,0.00002674052,0.0000614064,0.00004262577,0.9979017],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3095348,"threshold_uncertainty_score":0.6449877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143288883314699,"score_gpt":0.2142528676659557,"score_spread":0.2028199788328088,"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."}}