{"id":"W2550967183","doi":"10.1098/rsos.160444","title":"Age structure is critical to the population dynamics and survival of honeybee colonies","year":2016,"lang":"en","type":"article","venue":"Royal Society Open Science","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Population; Dynamics (music); Age structure; Population structure; Ecology; Evolutionary biology; Demography; Sociology","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":[0.0007670448,0.00006221658,0.0001005533,0.000003492248,0.0005545831,0.0002122807,0.000836803,0.00004408518,0.0003685024],"category_scores_gemma":[0.0002926164,0.00001660376,0.00003420858,0.0003786781,0.0005695174,0.0001486105,0.0005739233,0.00005997955,0.00000487866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003899839,"about_ca_system_score_gemma":0.00002232375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001692962,"about_ca_topic_score_gemma":0.002524891,"domain_scores_codex":[0.9989592,0.00004202444,0.0001007665,0.0002327424,0.0004131083,0.000252098],"domain_scores_gemma":[0.9993083,0.0003810819,0.00002428898,0.00006369119,0.0001241718,0.00009840817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008287039,0.0000730427,0.4727069,0.00002676139,0.00001582442,0.000002822931,0.002098632,0.00001684802,0.2781616,0.0603788,0.004663881,0.181772],"study_design_scores_gemma":[0.00005252524,0.000137178,0.9942588,0.00001577954,0.00000278622,0.000001014363,0.0004286539,0.0007641828,0.001779508,0.002064275,0.0004152906,0.00008007341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859733,0.00001453327,0.00003210065,0.01299861,0.00006654647,0.0001837529,0.0001470533,0.000005841689,0.0005782573],"genre_scores_gemma":[0.9989196,0.000007402834,0.0002640331,0.0002952337,0.00005750766,0.000003410578,0.000003354389,4.10784e-7,0.0004490201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5215518,"threshold_uncertainty_score":0.4265461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02824460589323248,"score_gpt":0.3202783134054083,"score_spread":0.2920337075121758,"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."}}