{"id":"W4283266015","doi":"10.1098/rsbl.2021.0551","title":"Climate change winners and losers among North American bumblebees","year":2022,"lang":"en","type":"article","venue":"Biology Letters","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Liber Ero Foundation","keywords":"Occupancy; Climate change; Biology; Ecology; Bumblebee; Biodiversity; Citizen science; Global biodiversity; Habitat; Pollination; Pollinator","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009496234,0.0001000191,0.000147365,0.00001045663,0.0004452922,0.00001158668,0.000130038,0.00001246126,0.00004007913],"category_scores_gemma":[0.000006119575,0.00004055418,0.00003642053,0.0001806708,0.0002644168,0.00003756824,0.0002114387,0.00009386134,0.000005792307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001195725,"about_ca_system_score_gemma":4.999952e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007776038,"about_ca_topic_score_gemma":0.004883175,"domain_scores_codex":[0.9992593,0.00008542401,0.00008268927,0.0002260069,0.00005298462,0.0002936268],"domain_scores_gemma":[0.9997956,0.00007909561,0.00006315952,0.00001357569,0.000004764797,0.00004386414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002200987,0.000009797351,0.9293879,0.000001069239,0.00001109436,0.000008267022,0.00006451089,2.655696e-7,0.05054917,0.00002731471,0.0009735363,0.01894509],"study_design_scores_gemma":[0.00004888577,0.0001875511,0.9818855,0.000001197571,0.000006194328,0.000004271039,0.0003550972,0.000005063189,0.00003283268,0.000004726312,0.01734614,0.0001225537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923324,0.000127216,6.405755e-8,0.007096704,0.00005835762,0.00009205184,0.000150346,0.00005059953,0.00009225373],"genre_scores_gemma":[0.9939774,0.0002132107,0.000009341032,0.005513242,0.0001697101,0.00005050156,0.00005833716,6.065787e-7,0.000007645846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05249761,"threshold_uncertainty_score":0.3424873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03598568599480702,"score_gpt":0.1984014767369873,"score_spread":0.1624157907421803,"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."}}