{"id":"W6948920763","doi":"10.5281/zenodo.10596663","title":"Linked collectors and determiners for: Xylocopa sonorina Smith, 1874 from Vancouver, British Columbia, Canada (Hymenoptera: Apidae, Xylocopinae) with comments on its taxonomy.","year":2024,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attribution; Natural (archaeology); Biodiversity; Natural history","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":[0.0009008152,0.001761442,0.001516083,0.006114024,0.001931924,0.002337248,0.002641216,0.001442051,0.09703995],"category_scores_gemma":[0.006426717,0.0009750837,0.0006291512,0.0138632,0.0006282805,0.001065109,0.001888184,0.001848591,0.08381398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006877567,"about_ca_system_score_gemma":0.01494535,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5659258,"about_ca_topic_score_gemma":0.7471123,"domain_scores_codex":[0.9987741,0.00007524904,0.0001255901,0.0003574196,0.000408798,0.0002588921],"domain_scores_gemma":[0.9950784,0.0005755675,0.0003984905,0.0008377533,0.002623907,0.0004858294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001564028,0.000004186581,0.0007710908,0.0003639087,0.00001183015,0.000008702447,0.00002945235,0.00007870862,0.00006674228,0.0002330741,0.9966589,0.001757797],"study_design_scores_gemma":[0.0000429874,0.000002025777,0.004910863,0.0003010551,0.00001260972,0.00001498519,0.0001015444,0.00006878177,0.0001500024,0.0003276685,0.9940518,0.00001568719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00006039223,0.0000319457,0.00003110202,0.00001837028,0.0000126437,0.000008438758,0.999065,0.00009055949,0.0006816263],"genre_scores_gemma":[0.000376007,0.00005955054,0.0002573939,0.00002387913,0.000004089811,0.00008412769,0.997578,0.0000733104,0.001543781],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4340742,"threshold_uncertainty_score":0.873261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03080415311863993,"score_gpt":0.2152161109411994,"score_spread":0.1844119578225595,"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."}}