{"id":"W4403144749","doi":"10.3389/frbee.2024.1422265","title":"A case for microbial therapeutics to bolster colony health and performance of honey bees","year":2024,"lang":"en","type":"article","venue":"Frontiers in Bee Science","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Impact Fund","keywords":"Bolster; Honey Bees; Honey bee; Biology; Ecology; Engineering; Mechanical engineering","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":[0.0002938379,0.00005727181,0.00008528814,0.00008420751,0.0001083007,0.00001816865,0.0000990577,0.00004774547,9.451721e-7],"category_scores_gemma":[0.000009628625,0.00005099759,0.00001917262,0.0001447424,0.0002349539,0.000007642328,0.00004604042,0.00004200258,4.138562e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001472742,"about_ca_system_score_gemma":0.0001801888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004296254,"about_ca_topic_score_gemma":0.00002511707,"domain_scores_codex":[0.9994424,0.000009482595,0.0001071852,0.0002095398,0.00003869296,0.0001926957],"domain_scores_gemma":[0.9998333,0.000004020814,0.00001864092,0.00006928031,0.0000253972,0.00004936424],"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":[0.000177011,0.00004463049,0.03317061,0.00009721379,0.000007852364,0.00001426324,0.001002727,0.000008130803,0.9364616,0.00002997118,0.003926414,0.02505963],"study_design_scores_gemma":[0.0008256985,0.004754305,0.008830609,0.0001151855,0.00002707616,0.0005648522,0.0007790776,0.002424163,0.9585777,0.00006722356,0.02262061,0.000413532],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970439,0.0009079258,0.001020022,0.0002456584,0.0005344887,0.0002108466,0.00001980054,0.00000354767,0.00001377756],"genre_scores_gemma":[0.9925537,0.00009970702,0.006498208,0.0005697434,0.00003926743,0.00001864789,0.000003756256,0.000004284057,0.0002127359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0246461,"threshold_uncertainty_score":0.2079621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01413630335276982,"score_gpt":0.2848696355696069,"score_spread":0.270733332216837,"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."}}