{"id":"W6969196854","doi":"10.5281/zenodo.8320158","title":"Lasioglossum (Dialictus) lepidii","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Fern and Epiphyte Biology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Margin (machine learning); Dorsum; Posterior wall; Dorsolateral","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008877598,0.0005621969,0.0002283146,0.001216055,0.0006175045,0.0004047833,0.0004088563,0.0001999401,0.006078801],"category_scores_gemma":[0.0001769898,0.0001418726,0.00009040091,0.0008467622,0.0003998249,0.0007756127,0.0006253205,0.0003739348,0.002178536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004071341,"about_ca_system_score_gemma":0.0004133614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01208222,"about_ca_topic_score_gemma":0.02698342,"domain_scores_codex":[0.9999185,0.000009723103,0.000009840212,0.00002753615,0.0000240706,0.00001032885],"domain_scores_gemma":[0.9999409,0.000008294468,0.00002782824,0.000003455661,0.0000116908,0.000007948411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002250751,0.00004715396,0.01838074,0.004278766,0.00006276935,0.002082152,0.001776589,0.0002967706,0.01632838,0.002332021,0.02752559,0.926664],"study_design_scores_gemma":[0.00007854877,0.0002169668,0.1964926,0.001700025,0.0002205936,0.009289326,0.001795433,0.0002664207,0.002659936,0.001921976,0.7853156,0.00004259917],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2888617,0.3963696,0.005515036,0.002447723,0.0006679869,0.0003830457,0.006245743,0.000956942,0.2985523],"genre_scores_gemma":[0.8775228,0.08425493,0.004690887,0.001482108,0.000332721,0.0001808972,0.003212121,0.00005456639,0.02826902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01208222,"threshold_uncertainty_score":0.02402377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05512156859317159,"score_gpt":0.2368316895276503,"score_spread":0.1817101209344787,"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."}}