{"id":"W4412846333","doi":"10.1101/2025.07.28.667322","title":"Developmental and Environmental Stability of Candidate Reference Genes in the Wild Bee <i>Ceratina calcarata</i>","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"National Institute of Food and Agriculture; U.S. Department of Agriculture","keywords":"Biology; Botany","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005709839,0.0002936409,0.0003360009,0.0006894729,0.0004057199,0.0006734719,0.0003576606,0.0002848594,0.000723936],"category_scores_gemma":[0.0008843716,0.0001771747,0.0002554213,0.0006253253,0.0003690775,0.0002889798,0.0003172939,0.0003448361,0.0002833799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005083781,"about_ca_system_score_gemma":0.0002482095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002753868,"about_ca_topic_score_gemma":0.004365223,"domain_scores_codex":[0.9994771,0.00005543554,0.00003936551,0.0002512294,0.0001378214,0.00003915326],"domain_scores_gemma":[0.9994185,0.0001486739,0.0001681577,0.00008317509,0.0001561272,0.00002554757],"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":[0.0001331243,0.000009162245,0.004849903,0.00005825191,0.00001160799,0.00003482546,0.00007934501,0.0002017175,0.988096,0.0000649326,0.00009005161,0.006371066],"study_design_scores_gemma":[0.00001980249,0.0002495995,0.1998821,0.00003911628,0.00007319845,0.0003709823,0.000267167,0.003936229,0.7888215,0.0001843153,0.006119099,0.00003702017],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847189,0.001545834,0.01020249,0.00006347153,0.00003007232,0.00003734995,0.001906565,0.0002812561,0.001214082],"genre_scores_gemma":[0.9784296,0.0003836848,0.01552429,0.00007698075,0.000006159808,0.0001162543,0.004036739,0.0002048301,0.001221555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002753868,"threshold_uncertainty_score":0.00547564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02634682359989365,"score_gpt":0.2256008563122263,"score_spread":0.1992540327123326,"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."}}