{"id":"W2004437617","doi":"10.2310/7070.2005.04023","title":"Early Identification of Rhinocerebral Mucormycosis","year":2005,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Mucormycosis; Diabetic ketoacidosis; Surgery; Diabetes mellitus; Sinusitis; Intensive care medicine; Dermatology; Pediatrics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009910594,0.00006570204,0.0002772019,0.00008172748,0.00004003441,0.000003579686,0.0001658601,0.00006704144,0.0001858278],"category_scores_gemma":[0.000211044,0.00003948648,0.0001313859,0.0001125882,0.0001488239,0.0001280133,0.0000192881,0.0002496326,0.00003838017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003782123,"about_ca_system_score_gemma":0.00008440359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001818509,"about_ca_topic_score_gemma":0.00001469576,"domain_scores_codex":[0.998897,0.0001133115,0.0005955872,0.00005857152,0.0002122034,0.0001233231],"domain_scores_gemma":[0.9988565,0.0001131061,0.0004575782,0.0002385558,0.000277401,0.00005684353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0016658,0.00029567,0.6499016,0.00006585535,0.0001672937,0.00001560487,0.001350347,0.00001239199,0.3394389,0.0006149957,0.001271132,0.005200351],"study_design_scores_gemma":[0.0006002944,0.0004085135,0.9676559,0.00002717296,0.0001554656,0.0003516142,0.0001106907,0.00006219373,0.02985295,0.0002246879,0.000516684,0.00003384435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958091,0.0005718159,0.0007622715,0.00209399,0.00009445403,0.0001004928,0.000001415224,0.000004610326,0.0005618246],"genre_scores_gemma":[0.9986354,0.00016233,0.000341509,0.0002631239,0.0001785673,4.613983e-7,6.974072e-7,0.000006640279,0.0004112512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3177543,"threshold_uncertainty_score":0.2034684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01361909590743853,"score_gpt":0.2759084353291695,"score_spread":0.2622893394217309,"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."}}