{"id":"W4306868883","doi":"10.1002/ecy.3899","title":"Rare and declining bee species are key to consistent pollination of wildflowers and crops across large spatial scales","year":2022,"lang":"en","type":"article","venue":"Ecology","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Institute of Food and Agriculture; Division of Environmental Biology; New Jersey Agricultural Experiment Station; Rutgers, The State University of New Jersey","keywords":"Pollination; Biodiversity; Rare species; Ecology; Biology; Ecosystem services; Ecosystem; Global biodiversity; Habitat; Pollen","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001505762,0.00005593558,0.0001454905,0.000006542853,0.0004732703,0.00001244211,0.00005147476,0.00002264682,0.000123487],"category_scores_gemma":[0.00006225279,0.00002606054,0.00002051442,0.00006501849,0.00007207679,0.00002095845,0.0002711449,0.0000491115,0.000001434405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001035448,"about_ca_system_score_gemma":0.00000163506,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009653677,"about_ca_topic_score_gemma":0.03072235,"domain_scores_codex":[0.9994787,0.000040098,0.0001074369,0.0001423301,0.00006396003,0.0001674782],"domain_scores_gemma":[0.9997237,0.0001557793,0.00006024607,0.000006926193,0.00002040757,0.00003290101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006143581,0.00004103347,0.9728194,0.000004404056,0.00001147633,0.000009834458,0.0006135792,0.000002633859,0.02269423,0.0001905222,0.0005850572,0.002966386],"study_design_scores_gemma":[0.000126399,0.0003658738,0.98304,0.000003090952,0.000003831686,0.000008909949,0.004240311,0.00001398979,0.0002023632,0.00007293279,0.01186221,0.00006006575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968977,0.0002302655,4.59432e-7,0.002217544,0.00006119685,0.00008054621,0.0003242354,0.00001040822,0.0001776587],"genre_scores_gemma":[0.9994118,0.00005671584,0.0000176903,0.0002807192,0.00005687624,0.000008912737,0.0000120048,3.466688e-7,0.0001549557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03062581,"threshold_uncertainty_score":0.9869645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03282565228510721,"score_gpt":0.2356831800999542,"score_spread":0.2028575278148469,"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."}}