{"id":"W6930084612","doi":"10.5281/zenodo.11227682","title":"Linked collectors and determiners for: Review of the rove beetle species of the subtribe Gyrophaenina Kraatz (Coleoptera, Staphylinidae) from New Brunswick, Canada: new species, provincial records and bionomic information.","year":2024,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bionomics; Biodiversity; Taxonomy (biology); Global biodiversity; Natural history","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":[0.001660599,0.00167508,0.001849263,0.006439396,0.001546742,0.002798596,0.003679028,0.001551981,0.06223409],"category_scores_gemma":[0.009139221,0.0009834869,0.001074389,0.01620532,0.0006283269,0.001313137,0.002362021,0.00186491,0.06897981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006004022,"about_ca_system_score_gemma":0.01819592,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3182535,"about_ca_topic_score_gemma":0.5383855,"domain_scores_codex":[0.9980463,0.0001759419,0.000266667,0.000549353,0.0005770211,0.00038479],"domain_scores_gemma":[0.9931883,0.0009138075,0.0007308062,0.001036353,0.003483078,0.0006476866],"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":[0.00003032045,0.000005841503,0.0009730821,0.001038559,0.00002681835,0.00001065023,0.00003560065,0.0000861607,0.0001220046,0.0003521279,0.9954371,0.001881784],"study_design_scores_gemma":[0.00007738778,0.000003222253,0.005685567,0.0005881154,0.00003045903,0.00001750133,0.00007641787,0.00008712318,0.0002466408,0.0003501683,0.9928161,0.00002134844],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00005043705,0.00005766467,0.0000314731,0.00002520406,0.00001039194,0.000009173512,0.9992979,0.0001106073,0.0004072228],"genre_scores_gemma":[0.0002239908,0.00007811566,0.0002177431,0.00002795204,0.00000301282,0.00007047584,0.9986993,0.00006228529,0.0006170694],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.6817465,"threshold_uncertainty_score":0.6328022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01250113628465896,"score_gpt":0.2024990050762167,"score_spread":0.1899978687915577,"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."}}