{"id":"W6930075638","doi":"10.5281/zenodo.10707616","title":"Linked collectors and determiners for: Bombus impatiens Cresson (Hymenoptera: Apidae, Apinae, Bombini) from the Prairies Ecozone in Canada.","year":2024,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodiversity; Attribution; Natural (archaeology); Data format","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":[0.001105321,0.001227866,0.001135872,0.003803042,0.001378569,0.001955426,0.002574192,0.001442448,0.04556798],"category_scores_gemma":[0.006729906,0.0007797906,0.0007806676,0.009478238,0.0005159916,0.000771631,0.001639114,0.00172283,0.04504668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005584422,"about_ca_system_score_gemma":0.0112297,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4917046,"about_ca_topic_score_gemma":0.6587744,"domain_scores_codex":[0.9988838,0.0000907508,0.0001217744,0.0003447268,0.0003457454,0.000213072],"domain_scores_gemma":[0.9958308,0.0006690675,0.0004168344,0.0007485587,0.001942697,0.0003920198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003933148,0.000009748139,0.002097041,0.0004330598,0.00002741602,0.0000182277,0.0000371362,0.0001610794,0.0001192001,0.0004071481,0.9947296,0.0019211],"study_design_scores_gemma":[0.00009888275,0.00000597263,0.01455912,0.0003752545,0.00003184117,0.00004293561,0.0001336572,0.0001788138,0.0003539753,0.0005788422,0.9836153,0.0000252861],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00008563834,0.00002616317,0.00003108352,0.00002128361,0.000007313808,0.000006385845,0.9994023,0.0000626243,0.0003572314],"genre_scores_gemma":[0.0003268132,0.00003887086,0.0001964243,0.00002601186,0.00000219989,0.00004329103,0.998567,0.00003073051,0.0007685869],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.5082954,"threshold_uncertainty_score":0.9776851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02516727005937023,"score_gpt":0.2499156380747088,"score_spread":0.2247483680153386,"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."}}