{"id":"W4303649685","doi":"10.25674/so94iss1id178","title":"Global monitoring of soil animal communities using a common methodology","year":2022,"lang":"en","type":"article","venue":"Jyväskylä University Digital Archive (University of Jyväskylä)","topic":"Invertebrate Taxonomy and Ecology","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Université du Québec à Montréal","funders":"Deutsches Zentrum für integrative Biodiversitätsforschung Halle-Jena-Leipzig; National Natural Science Foundation of China; Deutsche Forschungsgemeinschaft; Conselho Nacional de Desenvolvimento Científico e Tecnológico; European Commission","keywords":"Environmental science; Environmental resource management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002218144,0.0001945838,0.0005139339,0.00008561869,0.001044326,0.00001625193,0.0009939685,0.00008864394,0.0005169765],"category_scores_gemma":[0.00001509668,0.0001588699,0.0003005915,0.0006076341,0.0006641532,0.0005126238,0.001592276,0.0002652649,0.000007060375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002148333,"about_ca_system_score_gemma":0.00006344308,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00867219,"about_ca_topic_score_gemma":0.004726041,"domain_scores_codex":[0.9983451,0.0005626808,0.0001843216,0.0002719568,0.0002461018,0.0003898055],"domain_scores_gemma":[0.9987876,0.0005181126,0.0003401743,0.0001383107,0.00009010646,0.0001257032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.005666252,0.001326159,0.9018338,0.0001033956,0.0005793925,0.0003354167,0.005490123,0.003493236,0.03487051,0.01243306,0.0007904637,0.03307814],"study_design_scores_gemma":[0.00259172,0.004174383,0.4591118,0.00006715204,0.0002795057,0.0001896219,0.496439,0.005327266,0.0004608159,0.006149433,0.0241122,0.001097073],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918615,0.00002592597,0.0003959407,0.0001634466,0.0001237303,0.00016821,0.001486717,0.0000561279,0.005718421],"genre_scores_gemma":[0.9978537,0.00002157722,0.001729059,0.00002272284,0.00003022392,1.145222e-7,0.0001373222,0.000001564712,0.0002037002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4909489,"threshold_uncertainty_score":0.9979292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07134381494084241,"score_gpt":0.2153735691038779,"score_spread":0.1440297541630355,"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."}}