{"id":"W3177489633","doi":"10.1002/eap.2445","title":"Opportunities to reduce pollination deficits and address production shortfalls in an important insect‐pollinated crop","year":2021,"lang":"en","type":"article","venue":"Ecological Applications","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Environment Research Council; Szent István Egyetem; Vetenskapsrådet; Georgian National Science Foundation; Hungarian Scientific Research Fund; Scottish Government; Svenska Forskningsrådet Formas; Bundesministerium für Bildung und Forschung; Hort Innovation; Innovációs és Technológiai Minisztérium; Stapledon Memorial Trust; Biodiversa+; Biotechnology and Biological Sciences Research Council; Nemzeti Kutatási Fejlesztési és Innovációs Hivatal; Volkswagen Foundation; Wellcome Trust; Department for Environment, Food and Rural Affairs, UK Government; Ministerie van Landbouw, Natuur en Voedselkwaliteit; U.S. Department of Agriculture; Cornell University Agricultural Experiment Station; National Science Foundation","keywords":"Pollination; Pollinator; Crop; Biology; Yield (engineering); Crop yield; Agronomy; Agroforestry; Ecology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00122727,0.0001489435,0.0002780437,0.0005159901,0.0002344056,0.0005626528,0.0003015524,0.0002717644,0.001406264],"category_scores_gemma":[0.001686295,0.00006815015,0.000161057,0.0006313749,0.0001565578,0.0006289312,0.0004403839,0.0001771094,0.0001522479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003825828,"about_ca_system_score_gemma":0.0006034818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004823666,"about_ca_topic_score_gemma":0.02055194,"domain_scores_codex":[0.9997376,0.0001136162,0.00001712732,0.00005434757,0.00004198934,0.00003532126],"domain_scores_gemma":[0.9983763,0.0004961385,0.0007254545,0.0001170513,0.0001407794,0.0001443423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002134614,0.0001469974,0.8755261,0.0005105074,0.0001702252,0.0002118168,0.0006422201,0.003025477,0.02948281,0.0004832368,0.001285631,0.08830158],"study_design_scores_gemma":[0.000005189021,0.0000966498,0.9924062,0.00004533118,0.00002283838,0.00007300584,0.0004604897,0.001085083,0.001529372,0.0003520721,0.003916578,0.000007327441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994674,0.0008514636,0.001258684,0.0003716989,0.000005127234,0.00001545896,0.0009423042,0.00003120765,0.00185016],"genre_scores_gemma":[0.9944662,0.0004756045,0.003746569,0.0001092468,0.000007660428,0.00001741431,0.0007556882,0.000008133219,0.0004134262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004823666,"threshold_uncertainty_score":0.009591162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1390111772604367,"score_gpt":0.2755387301722186,"score_spread":0.136527552911782,"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."}}