{"id":"W6892558699","doi":"10.5281/zenodo.10566527","title":"FIGURE 13 in A problematic species complex for Lasioglossum subgeneric diagnostics in North America (Hymenoptera: Halictidae)","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Species complex; Principle of maximum entropy; Niche; Taxonomy (biology); Environmental niche modelling; Georeference","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001374758,0.0002805151,0.0003507727,0.0006648141,0.0001381799,0.0004279538,0.0005191,0.0001255198,0.008501339],"category_scores_gemma":[0.0001531229,0.0002999466,0.00005996856,0.0008680049,0.00006500451,0.0000702105,0.0002456596,0.0003029327,0.003984123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001952619,"about_ca_system_score_gemma":0.000003484398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000390091,"about_ca_topic_score_gemma":0.0000711251,"domain_scores_codex":[0.9985449,0.00008880529,0.0003687141,0.0003843741,0.0002014585,0.0004117262],"domain_scores_gemma":[0.9993903,0.00002791493,0.00008152565,0.0003228108,0.00009228873,0.00008514917],"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":[0.00001548382,0.00007783797,0.00001326616,0.001358577,0.0000720691,0.00002546322,0.0009933241,0.01293577,0.0001871818,0.0001455467,0.9689577,0.01521781],"study_design_scores_gemma":[0.0004909628,0.0000772432,0.0003032404,0.0002688878,0.0000243702,0.000006781011,0.00008363007,0.02377187,0.000006142804,0.00003635402,0.9746411,0.0002894312],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007825192,0.009191599,0.01761553,0.0008292955,0.0006907858,0.005609759,0.003590312,0.004913051,0.9567772],"genre_scores_gemma":[0.1339293,0.06448174,0.02494435,0.001120234,0.005069065,0.00002958519,0.1008122,0.1164709,0.5531426],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4036345,"threshold_uncertainty_score":0.9999453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02146586306535104,"score_gpt":0.2084591832424097,"score_spread":0.1869933201770587,"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."}}