{"id":"W4407476453","doi":"10.1371/journal.pone.0314859","title":"From larva to adult: In vitro rearing protocol for honey bee (Apis mellifera) drones","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shared Health; University of Saskatchewan","funders":"Bayer Canada","keywords":"Honey bee; Drone; Biology; Pupa; Larva; Toxicology; Animal science; Ecology; Botany","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003827306,0.00103211,0.0004875018,0.0005825246,0.0004546801,0.0005326863,0.000766322,0.0004823795,0.00409048],"category_scores_gemma":[0.0003479223,0.0003780287,0.0007052419,0.0002138659,0.0003445628,0.0003297831,0.0006999299,0.001571676,0.00352929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002529578,"about_ca_system_score_gemma":0.0003175033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008370705,"about_ca_topic_score_gemma":0.004061644,"domain_scores_codex":[0.999443,0.00008307669,0.00009432909,0.000153068,0.0001630361,0.00006352602],"domain_scores_gemma":[0.9994097,0.0001337934,0.000124862,0.00012267,0.0001114573,0.00009754419],"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":[0.00006410164,0.00007280812,0.0003702678,0.00009236694,0.000006276366,0.0001721413,0.00007902463,0.00007785513,0.9964076,0.00009404099,0.0002553365,0.002308159],"study_design_scores_gemma":[0.0000307623,0.0014195,0.01182909,0.0001137995,0.0001051696,0.0007231244,0.0001470001,0.00112483,0.9608074,0.0000901633,0.02356465,0.00004444442],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8191025,0.006250284,0.1300726,0.0006278194,0.0007940277,0.006552556,0.009022022,0.001632967,0.0259451],"genre_scores_gemma":[0.7324023,0.008424127,0.1965478,0.0009683751,0.0001528445,0.01116859,0.01498581,0.0007062703,0.03464386],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00409048,"threshold_uncertainty_score":0.01368403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08159016060738086,"score_gpt":0.3078539567829998,"score_spread":0.2262637961756189,"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."}}