{"id":"W4391839546","doi":"10.1146/annurev-animal-021022-044308","title":"Illuminating the Mysteries of the Smallest Birds: Hummingbird Population Health, Disease Ecology, and Genomics","year":2024,"lang":"en","type":"article","venue":"Annual Review of Animal Biosciences","topic":"Viral Infections and Vectors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Hummingbird; Biology; Ecology; Nectar; Population; Population biology; Habitat; Insectivore; Predation; Extinction (optical mineralogy); Population genomics; Population ecology; Zoology; Genomics; Genome; Demography","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":[0.0005959931,0.00006698631,0.0001880932,0.00003932612,0.0001680073,0.00001483195,0.00008678475,0.00001667652,0.0000116847],"category_scores_gemma":[0.000276676,0.00003084024,0.00007911082,0.0003556631,0.0004434893,0.00008343427,0.00005916547,0.00006498593,0.000001025592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002005723,"about_ca_system_score_gemma":0.0001411909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001981383,"about_ca_topic_score_gemma":0.00009602311,"domain_scores_codex":[0.999279,0.00006141871,0.0002885608,0.0001375747,0.0001331868,0.0001002234],"domain_scores_gemma":[0.9995865,0.00006851523,0.0001292326,0.0001110472,0.00005911884,0.0000455779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000125268,0.0002781922,0.7656493,0.05588108,0.0001180229,0.000009904642,0.007747303,0.00000263772,0.01544956,0.0365892,0.003513493,0.114636],"study_design_scores_gemma":[0.00005467887,0.001064968,0.9741766,0.006678202,0.0001006491,0.00002524541,0.001671385,0.0001446298,0.0002509172,0.00009963219,0.01565939,0.00007373091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9290137,0.05990184,0.0000018052,0.01045033,0.0001640563,0.000330445,0.00002877912,0.00001173031,0.00009732621],"genre_scores_gemma":[0.982362,0.01664885,0.00005711409,0.0008428047,0.00004283976,0.000005777031,0.000001880659,0.000003635614,0.00003509698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2085273,"threshold_uncertainty_score":0.1634055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02064558791959503,"score_gpt":0.3316812296575051,"score_spread":0.3110356417379101,"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."}}