{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001666635,0.0001053747,0.0001515512,0.00001799777,0.0002644607,0.00005573958,0.00009816575,0.0000828587,0.0001150391],"category_scores_gemma":[0.00007778929,0.00004876455,0.00002281704,0.0003537398,0.00005129065,0.00009577748,0.00007788649,0.00009196418,0.00001034284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003015056,"about_ca_system_score_gemma":0.00001244499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004262156,"about_ca_topic_score_gemma":0.006948193,"domain_scores_codex":[0.9990298,0.00005645904,0.0002396786,0.0003767375,0.00009836102,0.0001989633],"domain_scores_gemma":[0.9996084,0.00007918108,0.00005325111,0.00003243359,0.0001217478,0.0001050164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00005555478,0.001108489,0.07257175,0.00001176369,0.00001361224,0.00003520821,0.0002125818,0.00002515404,0.8497628,0.009343323,0.0005962656,0.06626352],"study_design_scores_gemma":[0.00005166469,0.0001704669,0.9817533,0.000007463611,0.000006373375,0.00001339686,0.0005647544,0.00002976859,0.004469675,0.001320721,0.01146151,0.0001509174],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929858,0.0002302591,0.000003542835,0.005458087,0.0000207658,0.0004073335,0.00006278671,0.00006808256,0.000763365],"genre_scores_gemma":[0.9982184,0.0003983133,0.0001494385,0.0002977238,0.0001286522,0.0003367997,0.0001268582,8.144812e-7,0.0003430377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9091815,"threshold_uncertainty_score":0.3877255,"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."}}