{"id":"W7084585543","doi":"10.25674/410","title":"Soil biodiversity knowledge and use worldwide: Results from a global survey","year":2024,"lang":"en","type":"article","venue":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)","topic":"Waste Management and Recycling","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northern Alberta Institute of Technology; Western University","funders":"Embrapa Florestas; Natural Sciences and Engineering Research Council of Canada; Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Biodiversity; Ecosystem services; Soil biology; Soil biodiversity; Ecosystem; Soil ecology; Fauna; Soil health","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008027671,0.0003354021,0.0002777727,0.000142346,0.0005221294,0.0005451222,0.00041768,0.0002601296,0.0000840672],"category_scores_gemma":[0.0004012672,0.0003067162,0.0001244585,0.0008631642,0.00005058226,0.0007498167,0.0007794062,0.0003510122,0.0001893021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006550481,"about_ca_system_score_gemma":0.00008626171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001013539,"about_ca_topic_score_gemma":0.005060376,"domain_scores_codex":[0.9972766,0.0003526716,0.0004446518,0.0009346667,0.0004858838,0.0005055448],"domain_scores_gemma":[0.9986162,0.0004581978,0.0001204151,0.000400088,0.00004646408,0.0003585976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002308374,0.002047044,0.3436713,0.000309467,0.001267384,0.001947626,0.009079473,0.001557332,0.002968496,0.4359038,0.1420788,0.05686092],"study_design_scores_gemma":[0.0006379088,0.00002311139,0.2417207,0.00008461729,0.00006311518,0.00006556913,0.0000906901,0.001849746,0.00009707185,0.0002310129,0.7547852,0.0003512562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8840194,0.0009194249,0.0009086935,0.007467396,0.001784621,0.0004505103,0.0008032322,0.0005805307,0.1030662],"genre_scores_gemma":[0.9972432,0.0001658613,0.001007488,0.00009838359,0.0002052629,0.00001604439,0.0003581543,0.00001701085,0.000888648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6127064,"threshold_uncertainty_score":0.9999385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02821090721404713,"score_gpt":0.2426952979329274,"score_spread":0.2144843907188803,"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."}}