{"id":"W6967402306","doi":"10.5281/zenodo.10657810","title":"Libellulidae Rambur 1842","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre de Géomatique du Québec; Canadian Wood Council; Bombardier (Canada); Atlantic Industries (Canada); Ministry of Natural Resources and Forestry; Royal British Columbia Museum","funders":"","keywords":"Nuisance; Libellulidae; Life history; Gallon (US)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003317464,0.0001023321,0.00009158203,0.00003138753,0.001505858,0.0009461876,0.000528192,0.00004507601,0.02093352],"category_scores_gemma":[0.0001985436,0.00004762509,0.00005651006,0.0005670162,0.00008703265,0.0001754152,0.0007082438,0.0001741238,0.01518002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000533784,"about_ca_system_score_gemma":6.732673e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001821568,"about_ca_topic_score_gemma":8.809994e-7,"domain_scores_codex":[0.9989132,0.0001165506,0.0001428774,0.0003229385,0.0002227458,0.0002817069],"domain_scores_gemma":[0.9995991,0.00004557321,0.00002162137,0.00008047147,0.0001497008,0.0001035165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001358779,0.00005167266,0.000006528026,0.00003395539,0.00003406024,0.00003288942,0.0006368161,0.000002597403,0.09347882,0.002771318,0.251308,0.6516298],"study_design_scores_gemma":[0.00004464219,0.0001429853,0.00122153,0.00002714749,0.000005522363,0.00004728753,0.0001298408,0.0001046434,0.00107496,0.0002306396,0.9968553,0.0001155486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6260079,0.001185738,0.0001261804,0.007606962,0.0003722694,0.000487991,0.0003126302,0.003798959,0.3601014],"genre_scores_gemma":[0.9966384,0.0001242873,0.00003246963,0.0001947368,0.0003695774,3.089192e-8,0.0005086995,0.00007326375,0.002058572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7455473,"threshold_uncertainty_score":0.9997941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04092819491740661,"score_gpt":0.2312311876794454,"score_spread":0.1903029927620388,"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."}}