{"id":"W4307868098","doi":"10.3897/jhr.93.85685","title":"Leioproctus zephyr Prendergast (Hymenoptera, Colletidae, Leioproctus), an oligoletic new bee species with a distinctive clypeus","year":2022,"lang":"en","type":"article","venue":"Journal of Hymenoptera Research","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Swan River Trust; York University","keywords":"Biology; Subgenus; Hymenoptera; Zoology; Taxonomy (biology); Ecology; Foraging; Biodiversity; Evolutionary biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001149494,0.0002707147,0.0004847391,0.0001220339,0.001497973,0.0002852784,0.0008782442,0.00005338166,0.00205788],"category_scores_gemma":[0.00007325655,0.0001090529,0.0001201963,0.0008721704,0.0002223139,0.000332136,0.0004871569,0.001047901,0.00002680762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002412186,"about_ca_system_score_gemma":0.0001338872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003853219,"about_ca_topic_score_gemma":0.001449793,"domain_scores_codex":[0.9960712,0.0003873593,0.0004976387,0.0004041067,0.001834808,0.0008049277],"domain_scores_gemma":[0.9984037,0.0003839116,0.0002958321,0.0000603631,0.0004514139,0.0004048264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01536498,0.003967044,0.09511093,0.0001060933,0.000969992,0.003233728,0.0102593,0.0003864128,0.6747697,0.001948061,0.06966257,0.1242212],"study_design_scores_gemma":[0.002260665,0.03194174,0.4584318,0.0001591018,0.00009180336,0.001554138,0.01800023,0.00006990325,0.004209151,0.001477291,0.4809563,0.0008478817],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879055,0.0009701567,0.000005573312,0.002911055,0.00007762997,0.000325112,0.0000876451,0.0000265569,0.007690761],"genre_scores_gemma":[0.9908792,0.0001564333,0.0001835878,0.0001198456,0.0009629849,0.00002892582,0.00001382738,0.000004619733,0.007650537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6705606,"threshold_uncertainty_score":0.9998019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09985257189296433,"score_gpt":0.2829584141266072,"score_spread":0.1831058422336429,"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."}}