{"id":"W4378783022","doi":"10.1007/5584_2023_774","title":"Vitamin A Deficiency, COVID-19, and Rhino-Orbital Mucormycosis (Black Fungus): An Analytical Perspective","year":2023,"lang":"en","type":"article","venue":"Advances in experimental medicine and biology","topic":"Retinal and Optic Conditions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Xerophthalmia; Medicine; Mucormycosis; Fungal keratitis; Measles; Vitamin A deficiency; Immunodeficiency; vitamin D deficiency; Dermatology; Immunosuppression; Immunology; Vitamin; Pediatrics; Vitamin D and neurology; Keratitis; Surgery; Internal medicine; Retinol; Vaccination","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":[0.0001894534,0.0001664336,0.0003658779,0.0002667415,0.00009954671,0.000005135905,0.00005820203,0.00008594296,0.0001850665],"category_scores_gemma":[0.0003333713,0.0001162093,0.00002972357,0.0003811781,0.001247014,0.0001314062,0.00007648503,0.000155291,0.00001149299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009776031,"about_ca_system_score_gemma":0.00004750607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003079662,"about_ca_topic_score_gemma":0.000070977,"domain_scores_codex":[0.9988523,0.00005422716,0.0002554294,0.000446727,0.00009874321,0.0002925832],"domain_scores_gemma":[0.9992272,0.000239708,0.00004432194,0.0001321407,0.00003186101,0.0003248286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002835974,0.002020243,0.4771982,0.0005059281,0.0001687574,0.002026338,0.05098201,0.00001929072,0.1827672,0.2559373,0.002507019,0.02303168],"study_design_scores_gemma":[0.02273516,0.04204796,0.1840606,0.0006055951,0.0004335715,0.004149584,0.6634815,0.009852101,0.005768982,0.03683556,0.02836593,0.001663432],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791457,0.01037948,0.00004720227,0.004963523,0.0001227684,0.0002576111,0.00001294867,0.00006081492,0.005009956],"genre_scores_gemma":[0.9957537,0.002302348,0.0001973171,0.001354988,0.0001493504,0.00003632961,0.00006451803,0.000008906547,0.0001325422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6124995,"threshold_uncertainty_score":0.4738879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05171143843275967,"score_gpt":0.4262451824695139,"score_spread":0.3745337440367543,"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."}}