{"id":"W4393141835","doi":"10.1073/pnas.2310859121","title":"Pathogen prospecting of museums: Reconstructing malaria epidemiology","year":2024,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Malaria Research and Control","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Public Health Ontario","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Canada Research Chairs","keywords":"Malaria; Vector (molecular biology); Biology; Plasmodium falciparum; Prospecting; Pathogen; Coevolution; Insecticide resistance; Plasmodium (life cycle); Plasmodium yoelii; Ecology; Parasite hosting; Immunology; Genetics; Toxicology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001602667,0.0003677238,0.0002861384,0.00500369,0.001295566,0.003231555,0.0009599133,0.0009763337,0.003540535],"category_scores_gemma":[0.006089516,0.0005617274,0.0003968579,0.003170039,0.002157532,0.004033478,0.00247611,0.001404873,0.0007723648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009073569,"about_ca_system_score_gemma":0.001433518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01031238,"about_ca_topic_score_gemma":0.02901196,"domain_scores_codex":[0.9992931,0.0003941736,0.00003747498,0.00009345719,0.00009656334,0.00008511403],"domain_scores_gemma":[0.9975424,0.0006720487,0.0007261812,0.0004938161,0.0002613697,0.0003041654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002139886,0.00009836227,0.4006256,0.001074019,0.0002236836,0.001860669,0.02380242,0.01237267,0.01594936,0.07199328,0.01711057,0.4546754],"study_design_scores_gemma":[0.00002479528,0.0001900678,0.484094,0.00167683,0.0002897934,0.003845521,0.03071637,0.01221513,0.006065075,0.1015704,0.3590801,0.0002317461],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7622233,0.03330058,0.09966695,0.01915486,0.0005863961,0.0001775616,0.005875463,0.0008262538,0.07818867],"genre_scores_gemma":[0.8672148,0.0157293,0.1075942,0.0009561758,0.0003239165,0.00008026951,0.002441396,0.0001580826,0.005501916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01031238,"threshold_uncertainty_score":0.02050471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08167526789774245,"score_gpt":0.3735279421720928,"score_spread":0.2918526742743504,"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."}}