{"id":"W7084067159","doi":"10.64628/aam.3gxg79nfp","title":"We should care more about emerging infectious diseases, and the tools we need to fight them","year":2025,"lang":"en","type":"article","venue":"","topic":"Microbial infections and disease research","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Pandemic; Infectious disease (medical specialty); Health care; MEDLINE; Public health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02531964,0.002051639,0.004798686,0.002378212,0.004524184,0.01402801,0.003750908,0.02213893,0.03105785],"category_scores_gemma":[0.0813574,0.00110187,0.002289776,0.001268057,0.0135542,0.03108753,0.007093146,0.044683,0.01572473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003635139,"about_ca_system_score_gemma":0.01467583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005466521,"about_ca_topic_score_gemma":0.007373154,"domain_scores_codex":[0.9836949,0.006628478,0.001300167,0.001258901,0.00589578,0.001221808],"domain_scores_gemma":[0.8689117,0.05417117,0.009596114,0.006275908,0.03334603,0.027699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002253823,0.0004224656,0.005000794,0.003224407,0.0002944073,0.0005349457,0.001113571,0.0002693866,0.001633569,0.01600088,0.8306001,0.1406801],"study_design_scores_gemma":[0.0001652104,0.0002265874,0.004260309,0.006057185,0.000247508,0.001521539,0.0059315,0.0003198654,0.0005706603,0.1085365,0.8718547,0.0003084588],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007357473,0.08993353,0.003302734,0.8760541,0.0257208,0.00003919824,0.0001355506,0.0002760123,0.003802296],"genre_scores_gemma":[0.01328347,0.1469435,0.0144096,0.7316953,0.08420291,0.0001809511,0.0003476762,0.0002325648,0.008704028],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03105785,"threshold_uncertainty_score":0.1339046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01941430248447169,"score_gpt":0.3025523773689175,"score_spread":0.2831380748844459,"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."}}