{"id":"W4280527403","doi":"10.1111/acem.14495","title":"Guidelines for Reasonable and Appropriate Care in the Emergency Department 2 (<scp>GRACE‐2</scp>): Low‐risk, recurrent abdominal pain in the emergency department","year":2022,"lang":"en","type":"review","venue":"Academic Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Society for Academic Emergency Medicine","keywords":"Emergency department; Medicine; Guideline; Abdominal pain; Abdomen; Emergency medicine; Pelvis; Surgery; Psychiatry; Pathology","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.01269054,0.001773514,0.00358447,0.0006975175,0.000853601,0.000003660507,0.001691261,0.0007827983,0.001043121],"category_scores_gemma":[0.01266984,0.0009998446,0.001156473,0.002636207,0.0002291918,0.000154821,0.000454149,0.003939783,0.00001728727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004658635,"about_ca_system_score_gemma":0.0004119575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003613459,"about_ca_topic_score_gemma":0.0006824897,"domain_scores_codex":[0.9853401,0.002721123,0.006216844,0.001933707,0.002053328,0.001734863],"domain_scores_gemma":[0.99417,0.001329068,0.002099516,0.001489723,0.0005843921,0.0003272794],"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":[0.0001091402,0.000316391,0.003855042,0.01775994,0.0005844668,0.00007305007,0.009893073,0.000003329799,0.000001531252,0.0001930519,0.5755764,0.3916346],"study_design_scores_gemma":[0.001473428,0.001814933,0.0005146845,0.00564046,0.004070577,0.0000863928,0.02248303,0.00005035218,6.610091e-7,0.000726257,0.9626011,0.0005381281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002825416,0.9763353,0.00006032378,0.002264348,0.006207559,0.01039637,0.0005051077,0.00007687774,0.001328665],"genre_scores_gemma":[0.000175034,0.9806297,0.0001560285,0.0004378888,0.003338907,0.01174542,0.002474798,0.0001819765,0.0008602294],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3910964,"threshold_uncertainty_score":0.9998701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1043377206112428,"score_gpt":0.4144050506659036,"score_spread":0.3100673300546608,"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."}}