{"id":"W4399870464","doi":"10.1101/2024.06.18.599626","title":"The Establishment and Potential Spread of <i>Osmia cornuta</i> (Hymenoptera: Megachilidae) in North America","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Botany, Ecology, and Taxonomy Studies","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Biology","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":[0.0001943752,0.0001117984,0.00008359746,0.0007387369,0.0006825237,0.0005182311,0.0002467322,0.0001700526,0.0006864834],"category_scores_gemma":[0.0003214742,0.000103196,0.00009304961,0.000492899,0.0003381517,0.0002911213,0.0003526016,0.0002091336,0.00006749048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008458017,"about_ca_system_score_gemma":0.0004138834,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2331396,"about_ca_topic_score_gemma":0.5400079,"domain_scores_codex":[0.9999284,0.000009661547,0.000003494925,0.00002429844,0.00001516867,0.00001908982],"domain_scores_gemma":[0.9995903,0.00006013477,0.0001583836,0.00002102978,0.0001043613,0.0000657169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004111393,0.00001902221,0.9870963,0.00002099658,0.00002662003,0.0001312115,0.0006013532,0.0001148935,0.004359838,0.00005218744,0.0002009122,0.007335609],"study_design_scores_gemma":[0.00000104372,0.000007635989,0.9989169,0.000006534367,0.000004596099,0.00004504309,0.0004671454,0.0001606827,0.000111666,0.000008888798,0.0002684657,0.000001555536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999337,0.00009634057,0.00002962195,0.0000151002,9.425264e-7,0.000002540083,0.00007163835,0.00000241522,0.0004443088],"genre_scores_gemma":[0.9996461,0.0001015714,0.00007586867,0.00001129351,0.00000129017,0.00000257211,0.00008118774,6.499195e-7,0.00007954396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7668604,"threshold_uncertainty_score":0.4635652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058376379365994,"score_gpt":0.1889142308380791,"score_spread":0.1783304670444192,"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."}}