{"id":"W2999089731","doi":"10.1097/iop.0000000000001565","title":"Perioperative Prophylactic Antibiotics in 1,250 Orbital Surgeries","year":2020,"lang":"en","type":"article","venue":"Ophthalmic Plastic and Reconstructive Surgery","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; Children's Hospital of Eastern Ontario; University of British Columbia","funders":"","keywords":"Medicine; Antibiotics; Perioperative; Antibiotic prophylaxis; Surgery; Adverse effect; Prospective cohort study; Internal medicine","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":[0.0001007909,0.0002040255,0.0005773137,0.0001783776,0.0001083786,0.00003655795,0.00002853,0.0001067996,0.0003191326],"category_scores_gemma":[0.0009320801,0.0001731081,0.000100027,0.0003605198,0.0004263544,0.000188985,0.00003487269,0.0002933821,0.00003090108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004291204,"about_ca_system_score_gemma":0.0003066676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002069057,"about_ca_topic_score_gemma":0.00000319546,"domain_scores_codex":[0.9987957,0.00006637923,0.0003612818,0.0003678814,0.0001421629,0.0002666329],"domain_scores_gemma":[0.9985543,0.0009492963,0.00009041423,0.00008396142,0.00008901895,0.0002330225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005364154,0.00009221857,0.9880048,0.0002132849,0.00008341375,0.002421731,0.0006677601,0.000002620787,0.005231611,0.0003694186,0.0001404441,0.002236298],"study_design_scores_gemma":[0.0009382068,0.0002979945,0.9850625,0.0003037055,0.00008190436,0.007061555,0.002729108,0.0005334829,0.002482168,0.00005559713,0.00007018338,0.0003835926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963177,0.0002522139,0.00004821871,0.000237529,0.0004338073,0.0002243392,0.00007327222,0.00003514776,0.002377698],"genre_scores_gemma":[0.9992654,0.0000355002,0.0003011486,0.0001154901,0.0001490546,0.000003339597,0.00003310004,0.0000218254,0.00007513348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004639823,"threshold_uncertainty_score":0.7059144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0297957243589238,"score_gpt":0.2477179159472251,"score_spread":0.2179221915883013,"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."}}