{"id":"W2099809582","doi":"10.1002/lary.23761","title":"An evidence‐based staging system for orbital infections from acute rhinosinusitis","year":2012,"lang":"en","type":"review","venue":"The Laryngoscope","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Otorhinolaryngology; Columbia university; Head and neck; Library science; General surgery; Surgery; Media studies","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"],"consensus_categories":[],"category_scores_codex":[0.0005087883,0.0004810705,0.001601897,0.0002212488,0.0005210051,0.0001327541,0.0003312264,0.0003122852,0.0003431648],"category_scores_gemma":[0.00006730001,0.0003121513,0.0006998922,0.0004478649,0.0000985212,0.0004034161,0.00006341314,0.0005374588,0.0002906887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003568114,"about_ca_system_score_gemma":0.0005813931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005265041,"about_ca_topic_score_gemma":0.00003305894,"domain_scores_codex":[0.9977892,0.000325775,0.0006255869,0.0004631526,0.0003082086,0.0004880627],"domain_scores_gemma":[0.997173,0.001035148,0.000357459,0.0009911623,0.0001634359,0.0002797952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003807188,0.001892467,0.001815933,0.07532249,0.008247365,0.000836405,0.000826949,0.000004634548,0.0004209905,0.003363738,0.02177135,0.8851169],"study_design_scores_gemma":[0.001138172,0.0008744155,0.0009322377,0.08526412,0.03252897,0.0007214349,0.00008624402,0.0001323121,0.0000550009,0.00001208556,0.8773966,0.0008583945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002121013,0.9892292,0.001556833,0.000109921,0.001129364,0.002868533,0.002316848,0.0003163834,0.0003518862],"genre_scores_gemma":[0.01725878,0.9708431,0.001008572,0.0004909039,0.003732524,0.001530672,0.004399779,0.0002549005,0.0004807067],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8842586,"threshold_uncertainty_score":0.9999331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1209023994389346,"score_gpt":0.3942746651630424,"score_spread":0.2733722657241078,"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."}}