{"id":"W6892591105","doi":"10.5281/zenodo.10566526","title":"FIGURE 12 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":"Adversarial Robustness in Machine Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Species complex; Scale (ratio); Taxonomy (biology); Ecological succession","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":[0.0004180806,0.0003495672,0.0004433654,0.0009777382,0.0003608607,0.0009918689,0.002279059,0.0001436025,0.004640333],"category_scores_gemma":[0.0008567897,0.0003669276,0.00008141369,0.001528359,0.000148347,0.0001918758,0.002064555,0.000625042,0.004705602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002881594,"about_ca_system_score_gemma":0.00001282375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009336409,"about_ca_topic_score_gemma":0.00005308215,"domain_scores_codex":[0.9972398,0.0003855786,0.0004655341,0.0008560134,0.0004632035,0.0005899009],"domain_scores_gemma":[0.9986256,0.000100971,0.0002562086,0.0007575067,0.0001340731,0.0001255901],"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":[0.00001952655,0.0001800219,0.0000669314,0.001011082,0.00006183401,0.0001149912,0.002865723,0.003030456,0.0000491606,0.006296194,0.967441,0.01886311],"study_design_scores_gemma":[0.0004686637,0.0001573676,0.0007944516,0.0003430675,0.00001460602,0.00001620495,0.00009074261,0.01746754,0.000002223039,0.0003354471,0.9799459,0.0003638027],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001659947,0.0006945666,0.2781244,0.002611174,0.0006285852,0.003163249,0.0004929627,0.002662945,0.7114561],"genre_scores_gemma":[0.07368068,0.002714039,0.1583961,0.001539841,0.003124976,0.00001146453,0.0145384,0.04366352,0.702331],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1197284,"threshold_uncertainty_score":0.9998783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03880899818240777,"score_gpt":0.2559297622291591,"score_spread":0.2171207640467513,"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."}}