{"id":"W3006490843","doi":"10.1080/00218839.2020.1720950","title":"Authentication of the botanical and geographic origin of Egyptian honey using pollen analysis methods","year":2020,"lang":"en","type":"article","venue":"Journal of Apicultural Research","topic":"Bee Products Chemical Analysis","field":"Agricultural and Biological Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Pollen; Biology; Apiary; Nectar; Beekeeping; Botany; Honey bee; Honeydew; Sunflower; Honey Bees; Horticulture","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":[0.001627201,0.00008490168,0.0003924898,0.00005287819,0.0001169982,0.00003591902,0.000490224,0.00007669412,0.0001247254],"category_scores_gemma":[0.001142664,0.00002419579,0.0003844673,0.003326435,0.0003118237,0.0001242337,0.0001903953,0.0003859523,5.040832e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002259675,"about_ca_system_score_gemma":0.00001959485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002208157,"about_ca_topic_score_gemma":0.0000343481,"domain_scores_codex":[0.9977529,0.0005804722,0.0005452056,0.0001755735,0.0007519119,0.0001939272],"domain_scores_gemma":[0.9980964,0.0004020417,0.0003922163,0.00007130796,0.0008676305,0.0001703767],"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":[0.00004878605,0.00004129131,0.02060077,0.00001378097,0.0003090856,6.638144e-7,0.000206743,0.00001585488,0.973173,0.00007070114,0.00004541668,0.005473918],"study_design_scores_gemma":[0.0002978554,0.0005140816,0.5367945,0.00007349446,0.001179296,0.00002051041,0.002154898,0.00291968,0.4535001,0.0009888682,0.001371098,0.0001856432],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985808,0.000559946,0.00001761032,0.01348987,0.00001727973,0.00007887778,0.000006711162,0.000002314163,0.00001935403],"genre_scores_gemma":[0.9968306,0.0001498752,0.002813103,0.00003525322,0.0001427896,4.440804e-7,0.000001448242,6.400243e-7,0.00002581643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5196729,"threshold_uncertainty_score":0.1676792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2162729216252223,"score_gpt":0.4249005356882867,"score_spread":0.2086276140630643,"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."}}