{"id":"W4403589948","doi":"10.1093/ee/nvae100","title":"The establishment and potential spread of <i>Osmia cornuta</i> (Hymenoptera: Megachilidae) in North America","year":2024,"lang":"en","type":"article","venue":"Environmental Entomology","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"College of Agricultural Sciences, Oregon State University; Oregon State University","keywords":"Megachilidae; Biology; Hymenoptera; Ecology; Habitat; Subgenus; Biodiversity; Zoology; Taxonomy (biology); Pollinator; Pollination; Pollen","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001356805,0.0001297705,0.00008809443,0.0006584401,0.000716933,0.0005094058,0.0002180422,0.0001797503,0.0007379161],"category_scores_gemma":[0.0003418027,0.0001300132,0.00009995585,0.0005761187,0.000375137,0.0003268643,0.0003598913,0.0002401583,0.00008502661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009329381,"about_ca_system_score_gemma":0.0005324447,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3180197,"about_ca_topic_score_gemma":0.6831447,"domain_scores_codex":[0.9999318,0.000006864677,0.00000351624,0.00002140125,0.00001665269,0.00001974476],"domain_scores_gemma":[0.9996647,0.00004168072,0.0001485001,0.00001869172,0.00008333923,0.00004313154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002311273,0.00001568945,0.9854113,0.0000249594,0.00001563483,0.0001539467,0.0006333431,0.0001334131,0.003923328,0.0000462008,0.0001829732,0.009436028],"study_design_scores_gemma":[6.534116e-7,0.000007273212,0.9988369,0.000007014673,0.00000480242,0.00005684718,0.0004649219,0.000136928,0.0001345199,0.000009815424,0.0003383099,0.00000190653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991291,0.0001334157,0.0000540101,0.00001791966,0.000001121136,0.000003991232,0.0001119535,0.000003076503,0.000545509],"genre_scores_gemma":[0.9992148,0.0002176159,0.0001797598,0.00002165527,0.000001812834,0.000004984808,0.000176977,0.000001147163,0.0001812926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6819803,"threshold_uncertainty_score":0.6323373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007747696504727859,"score_gpt":0.1764822429017687,"score_spread":0.1687345463970408,"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."}}