{"id":"W7134907841","doi":"10.5376/me.2025.16.0004","title":"Pollinator Evolution in Response to Agricultural Practices: Insights from Bee Populations","year":2025,"lang":"","type":"article","venue":"Molecular Entomology","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pollinator; Agriculture; Population; Pollen; Foraging; Ectotherm","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002452709,0.0003360469,0.0004625856,0.0001564572,0.0003517726,0.0001020216,0.0004276145,0.0003660566,0.0001025031],"category_scores_gemma":[0.001100882,0.0001688519,0.0001611251,0.001682846,0.0001042856,0.0001600976,0.0003639962,0.0003081394,0.0001682049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002742858,"about_ca_system_score_gemma":0.00005784251,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008199232,"about_ca_topic_score_gemma":0.02272698,"domain_scores_codex":[0.9969445,0.0009517844,0.0005381066,0.0007739953,0.0002391497,0.0005523952],"domain_scores_gemma":[0.9989002,0.0004613617,0.0002909703,0.00006468412,0.0001351845,0.0001476407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001018269,0.0003015731,0.0272449,0.000006375457,0.00007475333,0.0001842917,0.0003639789,0.0000528265,0.9571124,0.01225751,0.0007175509,0.0006655184],"study_design_scores_gemma":[0.0003891975,0.0004150482,0.9796066,0.0001093734,0.00007534528,0.000007319495,0.0009716684,0.00004377971,0.002509206,0.008495953,0.007042883,0.0003336664],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743556,0.004658835,0.00007511328,0.01863318,0.0004362331,0.0005250156,0.00009859547,0.00004441574,0.001173036],"genre_scores_gemma":[0.9971077,0.00006179832,0.0001680154,0.0009490224,0.0001143455,0.00005651971,0.00006348745,0.000001880778,0.001477227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9546033,"threshold_uncertainty_score":0.9984053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03901406553261965,"score_gpt":0.28220802608525,"score_spread":0.2431939605526304,"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."}}