{"id":"W4416730445","doi":"10.1016/j.soilbio.2025.110046","title":"Morphological traits comparable to molecular approaches for soil nematode community analysis: a meta-analysis and field experiment","year":2025,"lang":"en","type":"article","venue":"Soil Biology and Biochemistry","topic":"Nematode management and characterization studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Key Research and Development Program of China; Natural Science Foundation of Gansu Province; Ministry of Education of the People's Republic of China; National Natural Science Foundation of China","keywords":"Species richness; Species evenness; Nematode; Trophic level; Biodiversity; Species diversity","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008492307,0.001613373,0.002259319,0.001138354,0.001130935,0.000923951,0.001256202,0.0007488164,0.001524831],"category_scores_gemma":[0.003332432,0.0005723881,0.003241864,0.001141766,0.0009326875,0.001425235,0.0007973121,0.001220601,0.0002128559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000933485,"about_ca_system_score_gemma":0.001253049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004475738,"about_ca_topic_score_gemma":0.00728837,"domain_scores_codex":[0.9961239,0.002086006,0.0001599471,0.001124831,0.000283403,0.0002219514],"domain_scores_gemma":[0.9932188,0.003670888,0.0005503983,0.001537806,0.000563542,0.0004584186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.01920086,0.007755829,0.1231882,0.001131797,0.02144119,0.0002893179,0.0008210706,0.004023089,0.7794361,0.0007132589,0.0003831198,0.0416162],"study_design_scores_gemma":[0.002232726,0.0434867,0.8169343,0.000126349,0.02863676,0.0005667019,0.00122484,0.02197631,0.07926597,0.001921393,0.003260171,0.0003677254],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986429,0.0004287378,0.0120719,0.00003816254,0.00002699124,0.0002343947,0.0004690342,0.00007350874,0.000228303],"genre_scores_gemma":[0.9694975,0.0003497922,0.02705382,0.0001417509,0.00002604243,0.0006177195,0.001457674,0.0001023366,0.0007533928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008492307,"threshold_uncertainty_score":0.04491216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0802983928200759,"score_gpt":0.29955023686994,"score_spread":0.2192518440498641,"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."}}