{"id":"W4396923733","doi":"10.1111/conl.13022","title":"Risk assessments underestimate threat of pesticides to wild bees","year":2024,"lang":"en","type":"article","venue":"Conservation Letters","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Liber Ero Foundation","keywords":"Pesticide; Biology; Intraspecific competition; Honey bee; Risk assessment; Ecology; Invasive species; Pollinator; Toxicology; Pollination; Pollen","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002325391,0.00007957986,0.00009621387,0.00002738446,0.00009521926,0.0000918728,0.0001311827,0.00003400595,0.0004561176],"category_scores_gemma":[0.0001024934,0.0000329814,0.00004464092,0.0003682287,0.00004955794,0.0001125959,0.00003640098,0.00009237772,0.00007954671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002287325,"about_ca_system_score_gemma":0.00001347805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001203236,"about_ca_topic_score_gemma":0.0003857136,"domain_scores_codex":[0.9992356,0.00006360297,0.0001537781,0.0001701622,0.0002066154,0.0001702606],"domain_scores_gemma":[0.9992253,0.0005914784,0.00003054992,0.00004052998,0.00005326202,0.00005892056],"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":[0.00002943636,0.00002332707,0.2755805,0.00004440478,0.0000343728,0.0000140139,0.00008206692,0.0001579403,0.6785599,0.001502503,0.01596226,0.02800927],"study_design_scores_gemma":[0.00005465965,0.0001716333,0.9817281,0.0001251873,0.00002411272,0.000002545534,0.00005799895,0.002716766,0.007986385,0.001755431,0.00523397,0.0001432434],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816804,0.00007648902,0.0006495934,0.01681046,0.0001206042,0.0001461511,0.00004272213,0.0000644573,0.0004091434],"genre_scores_gemma":[0.9972475,0.00002003249,0.0005378283,0.001949859,0.00009772343,0.00001328573,0.00003700265,0.000001060198,0.00009575535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7061476,"threshold_uncertainty_score":0.4994168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04816132960443826,"score_gpt":0.3207271063401655,"score_spread":0.2725657767357272,"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."}}