{"id":"W4283382392","doi":"10.1093/mmy/myac047","title":"Clinical and microbiological analysis of fungal keratitis in Toronto, Canada: A 20-year study","year":2022,"lang":"en","type":"article","venue":"Medical Mycology","topic":"Ocular Infections and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"American Pain Foundation","keywords":"Fungal keratitis; Keratitis; Medicine; Geography; Biology; Microbiology; Dermatology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000544383,0.00007192156,0.0005623302,0.00008238709,0.00005562509,0.000001332085,0.00005329273,0.00008480111,0.009375925],"category_scores_gemma":[0.0002814963,0.00005610058,0.00007430194,0.0002918279,0.0001171157,0.000008160695,0.000130512,0.0002621395,8.699629e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002366686,"about_ca_system_score_gemma":0.0004136611,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3370287,"about_ca_topic_score_gemma":0.8942003,"domain_scores_codex":[0.9986014,0.0004042003,0.0003942231,0.0002361818,0.0002107982,0.0001531586],"domain_scores_gemma":[0.9994287,0.000222242,0.00004768939,0.0001349338,0.00002418931,0.0001422073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009203178,0.001645843,0.9938095,0.000003252757,0.0009058627,0.0009459346,0.0000435761,0.000002603278,0.0000167234,0.00008355686,0.0007261712,0.001724949],"study_design_scores_gemma":[0.002646131,0.002149841,0.9908633,0.000002321702,0.0006252881,0.00008440817,0.0005280529,0.0001383525,0.000001666031,0.000004606265,0.002912072,0.00004400887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978006,0.000302443,0.00000403246,0.0005346214,0.0002009115,0.0002495336,0.00003529653,0.000006451493,0.0008661149],"genre_scores_gemma":[0.9991584,0.00004909891,0.00005354579,0.0005003419,0.0000307243,0.00004956705,0.00004228235,0.000003660364,0.000112318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5571716,"threshold_uncertainty_score":0.9915296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249490508580433,"score_gpt":0.3310944325094289,"score_spread":0.3185995274236246,"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."}}