{"id":"W4205130136","doi":"10.1007/978-1-4419-0465-2_2198","title":"Honey Bee: Management","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Bee Products Chemical Analysis","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Honey bee; Biology; Zoology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009374131,0.0002332385,0.000283062,0.0000112202,0.00006374322,0.00003781457,0.0003492576,0.0002002617,0.01737725],"category_scores_gemma":[0.000004954966,0.00006920408,0.0002139005,0.00004336248,0.00005244412,0.00001748063,0.000202801,0.0001561779,0.002319776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002133148,"about_ca_system_score_gemma":8.577209e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002596406,"about_ca_topic_score_gemma":0.00007931024,"domain_scores_codex":[0.9988217,0.000005968719,0.0002114184,0.0005010878,0.0002683517,0.0001914226],"domain_scores_gemma":[0.9996399,0.00003977151,0.00009185501,0.00008325581,0.00004561808,0.00009955009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006677206,0.00001798808,0.000009536476,0.00003093092,0.0002173265,0.00001031711,0.000002234934,3.141217e-7,0.02407679,0.3209125,0.08537155,0.5693438],"study_design_scores_gemma":[0.00002465183,0.00002499024,0.00005159618,0.00002234544,0.0001000217,0.000001322735,0.000002205397,0.000002868018,0.001238756,0.01880463,0.9794427,0.0002839259],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003187647,0.0001546867,0.000006217217,0.003182202,0.00005431748,0.0001231591,0.00001344724,0.0001239639,0.9960232],"genre_scores_gemma":[0.006862908,0.0002022592,0.0002476243,0.0008532311,0.0005825583,0.000004465102,0.0001380036,0.000001498739,0.9911075],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8940712,"threshold_uncertainty_score":0.998457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01436786085408177,"score_gpt":0.1726117341198211,"score_spread":0.1582438732657393,"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."}}