{"id":"W4410785661","doi":"10.1111/ele.70145","title":"Bumble Bee Probability of Occurrence Responds to Interactions Between Local and Landscape Land Use, Climatic Niche Properties and Climate Change","year":2025,"lang":"en","type":"article","venue":"Ecology Letters","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Environment Research Council; Royal Society","keywords":"Biodiversity; Climate change; Habitat; Ecology; Ecological niche; Niche; Geography; Land use; Land use, land-use change and forestry; Environmental niche modelling; Natural (archaeology); Biology","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":[0.0005857736,0.0001862764,0.0002647132,0.0004334583,0.0002918168,0.0008546151,0.0002360273,0.000420126,0.004028081],"category_scores_gemma":[0.003321296,0.0001710757,0.0003238718,0.0004476008,0.0004392197,0.0004082369,0.0005127144,0.0004042109,0.0002586456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002457197,"about_ca_system_score_gemma":0.0001104804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01356031,"about_ca_topic_score_gemma":0.01852914,"domain_scores_codex":[0.9995587,0.0001903232,0.00001633635,0.0001174351,0.00004114953,0.00007604196],"domain_scores_gemma":[0.9980493,0.000856096,0.0005793199,0.0001345832,0.0001201125,0.000260549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001008834,0.00002345299,0.9940854,0.00001387596,0.0001241877,0.00002939152,0.000115328,0.0003727839,0.002192777,0.00004883332,0.0001562818,0.002736784],"study_design_scores_gemma":[8.183599e-7,0.00001279911,0.999305,0.000001581011,0.00001043425,0.0000158397,0.00005742959,0.0004542957,0.00004625326,0.0000182505,0.00007595889,0.000001306441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991948,0.00009038169,0.0001389583,0.00006925643,0.000001800067,0.000001804188,0.0001319115,0.000005326068,0.0003657702],"genre_scores_gemma":[0.9996703,0.00002499783,0.0000428659,0.00002357349,0.000002520551,0.000002918413,0.0001007755,0.000002211969,0.0001298465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01356031,"threshold_uncertainty_score":0.02696276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09947427401537996,"score_gpt":0.2490622599402897,"score_spread":0.1495879859249098,"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."}}