{"id":"W4210743527","doi":"10.1111/afe.12486","title":"Effects of land use type and seasonal climate on ground nesting wild bees","year":2022,"lang":"en","type":"article","venue":"Agricultural and Forest Entomology","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Foundation for Food and Agriculture Research","keywords":"Overwintering; Pollinator; Habitat; Ecology; Biology; Abundance (ecology); Megachilidae; Climate change; Pollination; Pollen","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":[0.00003415066,0.00006630104,0.0001020974,0.000004456372,0.0001942291,0.00001349974,0.00003922839,0.00002237883,0.00002448288],"category_scores_gemma":[0.00001921607,0.00002182918,0.00001658249,0.00009561866,0.00004095005,0.00003362647,0.0001047828,0.00005931599,0.00000308251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003749553,"about_ca_system_score_gemma":7.047946e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001537523,"about_ca_topic_score_gemma":0.0002623509,"domain_scores_codex":[0.9996135,0.00002897922,0.0000592746,0.0001120392,0.00006131649,0.0001249073],"domain_scores_gemma":[0.9997082,0.0002079922,0.00003427755,0.000005409151,0.00001589161,0.00002824985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001238555,0.00008396085,0.9328488,0.00003319633,0.00003370215,0.00003199899,0.0001071026,0.000004571161,0.04895867,0.00677937,0.001210892,0.009783862],"study_design_scores_gemma":[0.00007433233,0.0004549985,0.9963952,0.000007008515,0.00001053384,0.00006319476,0.00005188171,0.000005317921,0.00005225995,0.0001605923,0.002661685,0.00006295615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988717,0.0004638243,1.094045e-8,0.0001978296,0.00005235846,0.00005708417,0.00002098316,0.00001468582,0.0003215308],"genre_scores_gemma":[0.999405,0.0002060846,0.000004962845,0.00007272372,0.0000636033,0.000005012549,0.00002964813,3.046868e-7,0.0002126635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06354642,"threshold_uncertainty_score":0.1493873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02351625389165703,"score_gpt":0.1977475096270504,"score_spread":0.1742312557353934,"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."}}