{"id":"W4406112034","doi":"10.1093/jambio/lxae317","title":"Supporting wild bee development with a bacterial symbiont","year":2025,"lang":"en","type":"article","venue":"Journal of Applied Microbiology","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"Biology; Microbiology; Bacteria; Symbiosis; Zoology; Honey bee; Ecology; Genetics","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":[0.0001857335,0.0002783047,0.0002098447,0.0001948689,0.0004058739,0.0005926139,0.0002099555,0.0003231502,0.001715865],"category_scores_gemma":[0.0003764611,0.00009785537,0.0001369196,0.0001394955,0.0003773953,0.0003109459,0.0006987033,0.0002977821,0.0002452016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002278851,"about_ca_system_score_gemma":0.0003481441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009270551,"about_ca_topic_score_gemma":0.003259486,"domain_scores_codex":[0.9998665,0.00003141146,0.000009158062,0.00003122372,0.00003538614,0.00002623605],"domain_scores_gemma":[0.9997596,0.0000374481,0.00009590919,0.00002569892,0.00003394378,0.00004730521],"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":[0.0001788146,0.0000467601,0.013875,0.0001983399,0.00001634808,0.0001099107,0.0001793075,0.00007211984,0.9714641,0.00009408732,0.00008193413,0.01368328],"study_design_scores_gemma":[0.00007005109,0.002988314,0.6948508,0.0002802709,0.000209954,0.00106952,0.002791975,0.001487625,0.280718,0.0006536928,0.01484492,0.00003490798],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967791,0.001051685,0.0007146988,0.0001469054,0.000007986609,0.00001814982,0.00008340457,0.00002205954,0.001176059],"genre_scores_gemma":[0.9961401,0.0004720851,0.002637695,0.00007632652,0.000005297403,0.00002203945,0.00008290437,0.000005120536,0.0005585345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001715865,"threshold_uncertainty_score":0.005740166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009832138980503016,"score_gpt":0.2441637684598938,"score_spread":0.2343316294793907,"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."}}