{"id":"W1971033295","doi":"10.1371/journal.pone.0110237","title":"Effects of Infection on Honey Bee Population Dynamics: A Model","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Honey bee; Foraging; Disease; Population; Zoology; Mortality rate; Ecology; Honey Bees; Toxicology; Demography; Medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001175439,0.00004912441,0.00009805989,0.00001316943,0.00005913316,0.00001052219,0.00004391543,0.00005363969,0.00003230751],"category_scores_gemma":[0.0001463743,0.00001956885,0.00002912118,0.0001120324,0.00001188983,0.00003832908,0.00001514283,0.00007003625,0.00002396281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002165702,"about_ca_system_score_gemma":0.000001571407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007905209,"about_ca_topic_score_gemma":0.0005639697,"domain_scores_codex":[0.9994532,0.00005441365,0.00007816003,0.00009473509,0.0002093963,0.0001100962],"domain_scores_gemma":[0.9996593,0.0002060743,0.00003412931,0.00002078622,0.00004603511,0.0000336911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00005031214,0.0007719587,0.03550765,0.0001146551,0.0000199621,2.396517e-7,0.00002289771,0.0002536171,0.9437435,0.003764278,0.00001632703,0.01573461],"study_design_scores_gemma":[0.000126819,0.000790149,0.5971003,0.0001260459,0.00002433954,1.4595e-7,0.000001274515,0.2763907,0.1191757,0.006167574,0.000002401126,0.00009467858],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984303,0.000005639346,0.00004022296,0.0001320407,0.000008922816,0.0001431704,0.000003962175,0.00002700488,0.00120871],"genre_scores_gemma":[0.9995937,0.0000143183,0.00007083801,0.00003662678,0.00009839857,0.00001051892,0.00003390448,5.416198e-7,0.0001411201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8245679,"threshold_uncertainty_score":0.1195036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03437898568788012,"score_gpt":0.2284114823415227,"score_spread":0.1940324966536426,"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."}}