{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005398793,0.0001236008,0.0002657335,0.0007126218,0.000290212,0.0005153221,0.0002586934,0.0003191071,0.0006857066],"category_scores_gemma":[0.001101252,0.0001153359,0.0002739998,0.0006047987,0.0002641036,0.0003972722,0.0004186225,0.0002493309,0.0001101955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002009655,"about_ca_system_score_gemma":0.00009532289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001244164,"about_ca_topic_score_gemma":0.003707205,"domain_scores_codex":[0.9997483,0.00008265241,0.00001600996,0.00008908971,0.00003765815,0.000026393],"domain_scores_gemma":[0.9994423,0.0002047244,0.0001435958,0.0000962407,0.0000692712,0.00004393837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002004277,0.0001153869,0.7752605,0.0001220276,0.0004665292,0.0003590295,0.003354901,0.001335209,0.1622165,0.0006166601,0.0002595815,0.05569331],"study_design_scores_gemma":[0.000002979313,0.00004392388,0.996858,0.00000774681,0.00003911156,0.0001672863,0.000429831,0.001047041,0.0006292022,0.0002470963,0.0005184092,0.000009404075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985476,0.0003047892,0.000626177,0.00001999488,0.000001634039,0.000003309241,0.00006586526,0.000004564702,0.0004258927],"genre_scores_gemma":[0.9986796,0.0002131266,0.0007585929,0.00002969563,0.000003704727,0.000007697698,0.0001393353,0.000006293569,0.000161996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001244164,"threshold_uncertainty_score":0.002855241,"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."}}