{"id":"W2892059235","doi":"10.1080/0005772x.2018.1484202","title":"Beekeeping and the Need for Pollination from an Agricultural Perspective in Egypt","year":2018,"lang":"en","type":"article","venue":"Bee World","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Beekeeping; Pollination; Perspective (graphical); Agriculture; Agricultural economics; Agroforestry; Geography; Biology; Economics; Ecology; Pollen; Art","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":[0.0001035449,0.0000549451,0.00009034327,0.000006299454,0.0002315243,0.0000416218,0.00007194759,0.00001791007,0.00001557289],"category_scores_gemma":[0.00003466619,0.0000159396,0.00002573144,0.000151664,0.00009007481,0.00008182896,0.00002695596,0.00003690414,0.000003544148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001603211,"about_ca_system_score_gemma":9.14282e-7,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001903558,"about_ca_topic_score_gemma":0.117558,"domain_scores_codex":[0.9996039,0.00002741351,0.000069484,0.0001361421,0.00005092375,0.0001121263],"domain_scores_gemma":[0.9996986,0.0001987542,0.0000294974,0.000006597606,0.00004718961,0.00001930374],"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":[0.00178083,0.0002614807,0.08121539,0.000006396045,0.0001130111,0.00000313444,0.01394426,0.000001876086,0.5850763,0.1734142,0.004260472,0.1399226],"study_design_scores_gemma":[0.0003232234,0.000085771,0.9877501,0.000009998002,0.000006677876,3.970456e-7,0.003835335,0.0001020351,0.0004852427,0.005418222,0.001911735,0.00007125388],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902877,0.0002620844,9.629448e-7,0.007838611,0.00002703561,0.000171178,0.00003161612,0.00001775126,0.00136309],"genre_scores_gemma":[0.9988793,0.00001550773,0.00004283764,0.0002537388,0.00056716,0.00001570738,0.00001193645,2.577412e-7,0.0002135749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9065347,"threshold_uncertainty_score":0.8985443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03576883774860952,"score_gpt":0.246150152836327,"score_spread":0.2103813150877175,"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."}}