{"id":"W4280536617","doi":"10.1016/j.jpeds.2022.05.010","title":"Factors Associated with Surgery and Imaging Characteristics in Severe Orbital Infections","year":2022,"lang":"en","type":"article","venue":"The Journal of Pediatrics","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario; Lakeridge Health; Queen's University; North York General Hospital; University of Alberta; Stollery Children's Hospital; Alberta Children's Hospital; University of Calgary; Kingston Health Sciences Centre; Institute for Clinical Evaluative Sciences; University of Ottawa; Trillium Health Centre; Hospital for Sick Children; Université de Montréal; McMaster University; McMaster Children's Hospital; Centre Hospitalier Universitaire Sainte-Justine; Children's Hospital of Eastern Ontario; University of Toronto; SickKids Foundation","funders":"Institute of Human Development, Child and Youth Health; Canadian Institutes of Health Research; Hospital for Sick Children; Fonds de Recherche du Québec - Santé; Physicians' Services Incorporated Foundation","keywords":"Medicine; Orbital cellulitis; Abscess; Logistic regression; Surgery; Pediatrics; Cellulitis; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004568558,0.0004398872,0.0003729462,0.001573618,0.0006887984,0.001283122,0.0004664655,0.0008370362,0.004746208],"category_scores_gemma":[0.006395377,0.0003302056,0.0006413244,0.001799381,0.0005959047,0.0007624105,0.0005458921,0.001672997,0.0003381583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003755956,"about_ca_system_score_gemma":0.00126692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003514962,"about_ca_topic_score_gemma":0.003796873,"domain_scores_codex":[0.9991717,0.0001556748,0.0001567797,0.00008424176,0.0001853134,0.0002462517],"domain_scores_gemma":[0.9932193,0.002057212,0.002972365,0.0002073625,0.0003218226,0.001221929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000655158,0.00004131967,0.9973749,0.000008035165,0.00002191338,0.001311902,0.00005040624,0.0000362153,0.000193972,0.00003013611,0.00007378853,0.0007918052],"study_design_scores_gemma":[0.000003566052,0.00008328825,0.9909393,0.00002090539,0.00003021242,0.007471744,0.000848751,0.0001915274,0.0001112454,0.00006636836,0.0002248678,0.000008135658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997344,0.0005545845,0.00008351576,0.0001817997,0.00002351356,0.000005419328,0.0001654715,0.00000471068,0.00163704],"genre_scores_gemma":[0.9993742,0.0002003736,0.00008485274,0.00003808775,0.00004610316,0.000003123227,0.0001108231,0.000003959433,0.0001385732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004746208,"threshold_uncertainty_score":0.0158776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02484617946079124,"score_gpt":0.2461221484344377,"score_spread":0.2212759689736464,"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."}}