{"id":"W4206787067","doi":"10.1001/jamasurg.2021.6901","title":"Appendicoliths, Antibiotic Treatment Failure, and Appendectomy—Is the Glass Half Full or Half Empty?","year":2022,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Neurology; General surgery; Psychiatry","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007467457,0.0009549242,0.001813539,0.0006064692,0.0005081821,0.0003285227,0.0003483126,0.0006978594,0.008146551],"category_scores_gemma":[0.000171958,0.0005888029,0.0007556854,0.0004824609,0.0002703061,0.000156193,0.0004689983,0.001707316,0.0003484689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006041003,"about_ca_system_score_gemma":0.0004092256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001459336,"about_ca_topic_score_gemma":0.0002142565,"domain_scores_codex":[0.9950131,0.0003756097,0.0008979998,0.001338149,0.001240012,0.001135097],"domain_scores_gemma":[0.9958308,0.001814312,0.0005543875,0.001489747,0.00006972306,0.0002410285],"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":[0.0002789191,0.0003063348,0.007705895,0.0007305362,0.001148309,0.01186319,0.0001927455,3.59623e-7,0.000004917987,0.00006273609,0.9618612,0.01584488],"study_design_scores_gemma":[0.001415067,0.0006279098,0.005072117,0.0005815853,0.001102266,0.001031149,0.0004293305,0.00002105088,0.00007595219,0.0000347329,0.9889725,0.0006363072],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01768112,0.003195241,0.00001329813,0.9697744,0.00149008,0.002889693,0.0003179792,0.0002367679,0.00440141],"genre_scores_gemma":[0.04770735,0.008245423,0.0001362931,0.9028416,0.005789178,0.0007091065,0.003110277,0.0003723191,0.03108844],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06693279,"threshold_uncertainty_score":0.9996563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03397945516624493,"score_gpt":0.2662533920346453,"score_spread":0.2322739368684004,"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."}}