{"id":"W6948497105","doi":"10.5281/zenodo.10566483","title":"FIGURE 1 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":"Central European national history","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Species complex; Ordination; Linear discriminant analysis; Taxonomy (biology)","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":[0.0005380065,0.0002383674,0.0003173577,0.0008228581,0.0005759429,0.0004381906,0.0009736437,0.0001195534,0.02217014],"category_scores_gemma":[0.001210348,0.0002693167,0.00007820706,0.001351172,0.00040524,0.0001018658,0.0004232347,0.000361332,0.01009382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008151121,"about_ca_system_score_gemma":0.00002710549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000412528,"about_ca_topic_score_gemma":0.0006579175,"domain_scores_codex":[0.9974122,0.0005095138,0.0003967022,0.0005560601,0.0005870736,0.0005384696],"domain_scores_gemma":[0.9990465,0.00008852987,0.0001960639,0.0003022133,0.0002087114,0.0001579873],"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":[0.00001776095,0.0001507294,0.0000242085,0.0003549609,0.00002707662,0.00003802864,0.00523366,0.00003780905,0.00002351012,0.005535937,0.9844635,0.00409281],"study_design_scores_gemma":[0.000326639,0.00007929961,0.001141849,0.0002274232,0.00001742443,0.000002450289,0.0005243293,0.00007490821,6.140479e-7,0.0001591162,0.9971768,0.0002691643],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002017837,0.000967065,0.0001825582,0.0014242,0.0002660232,0.001775208,0.001179639,0.0006939575,0.9933096],"genre_scores_gemma":[0.01818097,0.004619423,0.001579332,0.0004814873,0.001417479,0.00000223141,0.009676772,0.01161051,0.9524318],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04087777,"threshold_uncertainty_score":0.9999759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05150860490984247,"score_gpt":0.2749175939890388,"score_spread":0.2234089890791963,"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."}}