{"id":"W2058945329","doi":"10.1016/j.jtbi.2011.11.007","title":"Flow currents and ventilation in Langstroth beehives due to brood thermoregulation efforts of honeybees","year":2011,"lang":"en","type":"article","venue":"Journal of Theoretical Biology","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Brood; Beehive; Computational fluid dynamics; Ventilation (architecture); Fluent; Heat transfer; Mechanics; Mass transfer; Fluid dynamics; Environmental science; Ecology; Biology; Thermodynamics; Physics","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":[0.0001901509,0.00005845664,0.0001508265,0.00005713155,0.00001430872,0.000001854637,0.00006230925,0.0001229607,0.00007522556],"category_scores_gemma":[0.00006303332,0.00004429201,0.0000480557,0.00003398848,0.0001567963,0.000003458622,0.00003532499,0.00006462592,6.305411e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003135724,"about_ca_system_score_gemma":0.00001535923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001288145,"about_ca_topic_score_gemma":0.000005198045,"domain_scores_codex":[0.9995018,0.00007368383,0.0002179951,0.00008212382,0.0000287473,0.0000956619],"domain_scores_gemma":[0.9997388,0.00001242246,0.00009989774,0.00005906952,0.00005198355,0.00003780215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007916217,0.0002392577,0.1439347,0.0000120358,0.00003331851,0.00001390692,0.0002724192,0.00001015262,0.8255118,0.0183863,0.00003267796,0.01076176],"study_design_scores_gemma":[0.000716062,0.001556752,0.4122152,0.00004045225,0.00003823123,0.0001317556,0.00005921664,0.00005153565,0.5723539,0.012651,0.00007476752,0.0001111344],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980235,0.000216498,0.001440103,0.00003435715,0.0001396226,0.00005241733,0.00000482999,8.12221e-7,0.00008791608],"genre_scores_gemma":[0.997836,0.00002668533,0.002005109,0.00004046776,0.00006710694,0.000001496029,0.00001405938,0.00000362064,0.00000544451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2682805,"threshold_uncertainty_score":0.1806176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009490659186521318,"score_gpt":0.2545993859233478,"score_spread":0.2451087267368265,"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."}}