{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006103255,0.0001257918,0.0002368854,0.0005242617,0.0005475604,0.0005656467,0.000234084,0.0002512661,0.001335468],"category_scores_gemma":[0.001432564,0.0001316433,0.0001647786,0.000266292,0.0004480351,0.0004983461,0.0004986335,0.0003349172,0.0001250941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003646234,"about_ca_system_score_gemma":0.00009576303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02832733,"about_ca_topic_score_gemma":0.07392946,"domain_scores_codex":[0.9996995,0.0000956869,0.0000115821,0.00007450156,0.00004524695,0.00007349433],"domain_scores_gemma":[0.9992809,0.0001572375,0.0002901885,0.00005870895,0.00005835995,0.0001546055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002132071,0.00004587624,0.98571,0.00002185559,0.00005926044,0.00008627312,0.001587864,0.0001671853,0.001167365,0.0000819296,0.0003064914,0.01055274],"study_design_scores_gemma":[0.000001328571,0.00003686625,0.9988153,0.000003922778,0.000009115794,0.00003299838,0.0006946404,0.0001902013,0.00003271753,0.00002410618,0.000156459,0.000002426191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996636,0.0001019724,0.00002328053,0.00003628996,0.000001811607,8.208042e-7,0.00003499407,0.00000175284,0.0001354923],"genre_scores_gemma":[0.9997004,0.00005006432,0.00002524424,0.00001507404,0.000002927851,0.000001502522,0.00005450001,8.401693e-7,0.0001494913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02832733,"threshold_uncertainty_score":0.0563249,"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."}}