{"id":"W3136659652","doi":"10.22541/au.159050268.82357374","title":"Seasonality of floral resources in relation to bee activity in agroecosystems","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Bee Products Chemical Analysis","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Pollinator; Abundance (ecology); Agroecosystem; Ecology; Pollination; Biology; Halictidae; Geography; Apoidea; Agriculture; Hymenoptera; Pollen","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0001751933,0.0001368704,0.0001875179,0.000945039,0.0005238476,0.000633181,0.0003311587,0.00019286,0.000893209],"category_scores_gemma":[0.0008147124,0.0001598444,0.0001912828,0.001026162,0.0005555011,0.0002510522,0.0003633169,0.0001816083,0.00008710157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002960474,"about_ca_system_score_gemma":0.0009095247,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5064259,"about_ca_topic_score_gemma":0.8220665,"domain_scores_codex":[0.9998273,0.00001947826,0.000009879012,0.00005798057,0.00003074908,0.00005458818],"domain_scores_gemma":[0.998938,0.0001981305,0.0003472668,0.00005917788,0.0002114344,0.000245939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007339953,0.00001503105,0.9928145,0.00001868299,0.00004071495,0.00007414917,0.0005136246,0.0001976649,0.003451917,0.00003000421,0.0001103052,0.002660021],"study_design_scores_gemma":[5.218143e-7,0.000003799299,0.9997672,8.607852e-7,0.000001733712,0.000009525712,0.00009611905,0.00005918472,0.00001839506,0.000002814877,0.00003912091,7.962966e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992763,0.00008880875,0.00004367151,0.00001170899,5.365891e-7,0.000004396664,0.0002179581,0.000003400798,0.0003532445],"genre_scores_gemma":[0.9994135,0.0000599674,0.00009479425,0.000006708601,8.554119e-7,0.000005340459,0.0002505963,0.000002117714,0.0001662099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5064259,"threshold_uncertainty_score":0.9929618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04035254345314654,"score_gpt":0.2439089235819378,"score_spread":0.2035563801287913,"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."}}