{"id":"W2103047950","doi":"10.1002/ieam.1675","title":"Initial recommendations for higher-tier risk assessment protocols for bumble bees, <i>Bombus</i> spp. (Hymenoptera: Apidae)","year":2015,"lang":"en","type":"article","venue":"Integrated Environmental Assessment and Management","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Dalhousie University","funders":"Biotechnology and Biological Sciences Research Council; Bayer CropScience","keywords":"Pollinator; Context (archaeology); Ecology; Scrutiny; Biology; Apidae; Environmental resource management; Environmental planning; Pollination; Geography; Hymenoptera; Political science; Law; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004070119,0.0003124647,0.0002969722,0.0000239893,0.0004816913,0.0001883702,0.0002044168,0.00008141859,0.0002185849],"category_scores_gemma":[0.000003895034,0.0001498941,0.0001096813,0.0000967698,0.00007539231,0.0002327912,0.0002021665,0.0001345629,0.0000140196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002411973,"about_ca_system_score_gemma":0.000009297205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001015625,"about_ca_topic_score_gemma":0.0001964293,"domain_scores_codex":[0.9983892,0.00006777635,0.0003665003,0.000501147,0.0002589655,0.0004163442],"domain_scores_gemma":[0.9994619,0.0001151228,0.0001823561,0.00005328837,0.00002647105,0.0001608802],"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":[0.0008112269,0.002877794,0.06276406,0.0001629586,0.001081873,0.0000168338,0.0001862101,0.00002800231,0.02356158,0.01107466,0.2671848,0.63025],"study_design_scores_gemma":[0.001729661,0.001544909,0.06783055,0.00006230627,0.0001354507,0.000001564455,0.001547588,0.0003470636,0.0004594536,0.002481053,0.9234445,0.000415917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.756147,0.0008401261,0.01138087,0.03074548,0.002008948,0.1105643,0.01286236,0.0009230594,0.0745278],"genre_scores_gemma":[0.9308329,0.0009851791,0.02599795,0.001079519,0.0005180015,0.03183338,0.003048518,0.00001260275,0.005691986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6562597,"threshold_uncertainty_score":0.6112505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0745442443991277,"score_gpt":0.307951420858966,"score_spread":0.2334071764598383,"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."}}