{"id":"W2592041374","doi":"10.3390/insects8010031","title":"Bee++: An Object-Oriented, Agent-Based Simulator for Honey Bee Colonies","year":2017,"lang":"en","type":"article","venue":"Insects","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Honey bee; Honey Bees; Beehive; Nectar; Varroa; Ecology; Pesticide; Zoology; Pollen; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002964735,0.0001479004,0.0001776836,0.00001697436,0.001230821,0.0002760678,0.000497674,0.0001311565,0.000350383],"category_scores_gemma":[0.0003501684,0.00006174453,0.0001077792,0.00008276675,0.0001374856,0.0001986208,0.00007117745,0.00012126,0.00005831954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003114369,"about_ca_system_score_gemma":0.00004100972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001425045,"about_ca_topic_score_gemma":0.004006412,"domain_scores_codex":[0.9987509,0.00006036992,0.0001496913,0.0003082176,0.0002646933,0.000466104],"domain_scores_gemma":[0.9990352,0.0003806492,0.00009906989,0.0001194453,0.0001721824,0.0001934773],"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":[0.000616362,0.0003738297,0.03377698,0.00005448842,0.00003249279,0.00004472724,0.0002781803,0.00008921437,0.9121593,0.001350024,0.002142477,0.04908197],"study_design_scores_gemma":[0.001972602,0.0048328,0.6722239,0.0000867015,0.00004120121,0.000007285256,0.0002159747,0.006287593,0.2283361,0.002250945,0.08289164,0.0008532519],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976851,0.00006337847,0.00001432671,0.0006637122,0.0002367991,0.0004616017,0.0001214224,0.00007213777,0.0006815535],"genre_scores_gemma":[0.9984699,0.000006533322,0.0001081947,0.0003133853,0.00058437,0.00006306574,0.00007282765,0.000002244681,0.0003795118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6838231,"threshold_uncertainty_score":0.9466606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06390334114857985,"score_gpt":0.3226490484468244,"score_spread":0.2587457072982445,"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."}}