{"id":"W2496113625","doi":"10.1201/b16453","title":"In Silico Bees","year":2014,"lang":"en","type":"book","venue":"","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission; Ontario Ministry of Agriculture, Food and Rural Affairs; National Science Foundation","keywords":"In silico; Zoology; Biology; Computer science; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003591977,0.0006983285,0.0004732772,0.0003282333,0.0005132197,0.002052676,0.001349494,0.00136683,0.05436976],"category_scores_gemma":[0.001414052,0.0005286864,0.0008635448,0.0003963684,0.0004489355,0.001688887,0.001343414,0.001480005,0.02061971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004541537,"about_ca_system_score_gemma":0.000326274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006989914,"about_ca_topic_score_gemma":0.001513154,"domain_scores_codex":[0.9997819,0.00005013333,0.00000961041,0.00004214763,0.00009965528,0.0000165101],"domain_scores_gemma":[0.9996668,0.0001825508,0.00001263506,0.00007073693,0.00004650717,0.00002082119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008782688,0.00008422925,0.001305976,0.001113786,0.0001236506,0.0003913284,0.0004027991,0.08590355,0.01081049,0.2441879,0.3187808,0.3368077],"study_design_scores_gemma":[0.00001793367,0.00002245329,0.0003321108,0.0001567662,0.00001953743,0.0003226877,0.00006684844,0.05312533,0.00312428,0.07331175,0.8694794,0.00002089785],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008969478,0.01188424,0.4516023,0.005619335,0.00442312,0.000204235,0.003566625,0.006453163,0.5072775],"genre_scores_gemma":[0.09234885,0.01621005,0.3168977,0.002333143,0.0008613947,0.0004718305,0.005457633,0.003289609,0.5621298],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05436976,"threshold_uncertainty_score":0.1818849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006311264880923756,"score_gpt":0.236206702989138,"score_spread":0.2298954381082142,"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."}}