{"id":"W7079619263","doi":"10.5281/zenodo.17023885","title":"Spallanzania hebes","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malaise; Lepidoptera genitalia; China; Nearctic ecozone; Middle East; Taxonomy (biology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001483699,0.0008947503,0.0004896141,0.00279989,0.002683557,0.0004785882,0.0005264169,0.0004995174,0.02625685],"category_scores_gemma":[0.0002768214,0.0002249449,0.000186106,0.001464574,0.0007208927,0.0009928613,0.001000713,0.0007927152,0.008168984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009189831,"about_ca_system_score_gemma":0.0003952618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00579628,"about_ca_topic_score_gemma":0.01664317,"domain_scores_codex":[0.999821,0.00001966902,0.00001064983,0.00007426396,0.00004443232,0.00002996515],"domain_scores_gemma":[0.9999027,0.00001958195,0.00002930068,0.00001144523,0.0000232722,0.00001365865],"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":[0.0007187721,0.0001649835,0.02466616,0.001339617,0.0001090781,0.002712224,0.003059172,0.001180635,0.04016418,0.01318596,0.06246023,0.850239],"study_design_scores_gemma":[0.0001290582,0.0003418199,0.2260123,0.0004806003,0.0001179242,0.007322735,0.001498236,0.0007229365,0.003556279,0.007117287,0.7526512,0.00004965931],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.326524,0.01824286,0.006349355,0.001519503,0.00076937,0.0005824093,0.009504884,0.00183968,0.6346681],"genre_scores_gemma":[0.9228914,0.004324182,0.005901644,0.0007910844,0.0003991605,0.0002325349,0.00575801,0.0001801647,0.05952196],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02625685,"threshold_uncertainty_score":0.08783793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03863776234323984,"score_gpt":0.2352908474568894,"score_spread":0.1966530851136495,"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."}}