{"id":"W3041607171","doi":"10.1016/j.amjsurg.2020.07.005","title":"Global surgery in the time of COVID-19: A trainee perspective","year":2020,"lang":"en","type":"letter","venue":"The American Journal of Surgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Scopus; Coronavirus disease 2019 (COVID-19); Battlefield; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; 2019-20 coronavirus outbreak; Library science; MEDLINE; History; Political science; Internal medicine; Computer science; Pathology; Outbreak; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.004414147,0.0004267645,0.002981439,0.0005255374,0.00008788838,0.00002419463,0.0004882084,0.0001722128,0.000152903],"category_scores_gemma":[0.005780895,0.0002369942,0.001617695,0.002132246,0.001059117,0.00007389435,0.00004557918,0.002199905,0.0000247674],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007550585,"about_ca_system_score_gemma":0.006780346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009767261,"about_ca_topic_score_gemma":0.000004242879,"domain_scores_codex":[0.9940434,0.001672895,0.001765886,0.000298077,0.001414475,0.0008053296],"domain_scores_gemma":[0.9839041,0.01181292,0.00280465,0.0005503547,0.0004344633,0.0004935502],"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":[0.001645168,0.00009712982,0.01682876,0.0002655431,0.0002765313,0.01074786,0.001045618,0.000005870029,0.000003541675,0.00001187617,0.9667428,0.002329333],"study_design_scores_gemma":[0.001198807,0.001004626,0.1062914,0.002066582,0.001277972,0.0271905,0.01799935,0.00003741679,0.000005216412,0.003324769,0.8385777,0.001025643],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08496904,0.002157212,0.00003476031,0.9112277,0.0005301794,0.0002664978,0.0001375677,0.00001846218,0.0006585644],"genre_scores_gemma":[0.1775577,0.0008444868,0.00002862576,0.8183419,0.003105836,0.000007207508,0.00002755449,0.00003820196,0.00004855894],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.128165,"threshold_uncertainty_score":0.9988503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0439666017185504,"score_gpt":0.3249554893017003,"score_spread":0.2809888875831499,"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."}}