{"id":"W3026275696","doi":"10.5489/cuaj.6704","title":"Pediatric Urological Surgery Readiness Condition (PedsUROCON)","year":2020,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; McMaster University; McMaster Children's Hospital","funders":"","keywords":"Preparedness; Health care; Pandemic; Medical emergency; Business; Operations management; Contingency plan; Risk analysis (engineering); Process management; Medicine; Computer science; Infectious disease (medical specialty); Operations research; Disease; Computer security; Coronavirus disease 2019 (COVID-19); Engineering; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006427667,0.0001745614,0.0004641035,0.0001762665,0.000290423,0.00008842755,0.0001071221,0.000369073,0.002214966],"category_scores_gemma":[0.003313249,0.0001383366,0.0002592991,0.0003893357,0.00004765745,0.0001653024,0.0000133136,0.0008551059,0.0003874961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003602816,"about_ca_system_score_gemma":0.0006027352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009982529,"about_ca_topic_score_gemma":0.00002568077,"domain_scores_codex":[0.998074,0.0002146005,0.0005029538,0.000247921,0.0004039308,0.0005566065],"domain_scores_gemma":[0.9973593,0.0004298213,0.0003084691,0.00007425898,0.0003145644,0.001513547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001607971,0.00003309972,0.9063953,0.00001061818,0.00004855289,0.0003878091,0.00006811485,0.000008537163,0.00004617547,0.0001715435,0.09148765,0.001181839],"study_design_scores_gemma":[0.0006102748,0.0005239412,0.8759606,0.000004249645,0.0001693343,0.00037968,0.00005613867,0.00008133839,0.00002528101,0.0005748206,0.1214289,0.0001854262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8908085,0.0002299369,0.0001875915,0.1049926,0.0003582218,0.000159844,0.0000354663,0.00006997098,0.00315794],"genre_scores_gemma":[0.9652443,0.0001567014,0.00007736167,0.0317673,0.002522818,0.000006958279,0.00004833984,0.00001401241,0.000162215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07443584,"threshold_uncertainty_score":0.9986972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02672068088991656,"score_gpt":0.2458547609946292,"score_spread":0.2191340801047126,"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."}}