{"id":"W4406164281","doi":"10.1016/j.apsoil.2025.105869","title":"Microbial dynamics and agroforestry impact on soil ecosystem multifunctionality following forest conversion to macadamia-based systems","year":2025,"lang":"en","type":"article","venue":"Applied Soil Ecology","topic":"Agroforestry and silvopastoral systems","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Applied Basic Research Foundation of Yunnan Province","keywords":"Agroforestry; Ecosystem; Macadamia nut; Environmental science; Ecosystem services; Soil biology; Forest ecology; Agroecosystem; Agronomy; Ecology; Soil water; Biology; Agriculture; Soil science","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":[0.0002110013,0.0001055032,0.000122526,0.0003543767,0.0003208472,0.0005300261,0.0001917764,0.000174305,0.001495969],"category_scores_gemma":[0.0006940259,0.0000728599,0.0001634814,0.0003131223,0.0003432234,0.0002278258,0.0005094,0.0001805649,0.00007861791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008450816,"about_ca_system_score_gemma":0.000473215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03767508,"about_ca_topic_score_gemma":0.1228226,"domain_scores_codex":[0.999908,0.00001935055,0.00000582547,0.00001873078,0.000008178285,0.00003987217],"domain_scores_gemma":[0.9997205,0.0000336184,0.0000964879,0.00001340859,0.00003729072,0.00009863023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006903398,0.0001153532,0.9858687,0.00002152636,0.00006674627,0.0002800983,0.00100814,0.0002338323,0.007111849,0.0001321948,0.00005714264,0.004414109],"study_design_scores_gemma":[0.000001373483,0.00002873601,0.9992285,0.000001469111,0.000007443128,0.00002041602,0.0004652432,0.0001130012,0.00007755296,0.00001321436,0.00004223215,7.755111e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998705,0.00002014091,0.000004320134,0.000005427221,3.640456e-7,6.942822e-7,0.00001316084,2.621297e-7,0.00008501763],"genre_scores_gemma":[0.9998906,0.00001241904,0.000007994641,0.000002078173,4.788507e-7,6.892216e-7,0.00001690188,1.355595e-7,0.00006861832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03767508,"threshold_uncertainty_score":0.07491159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006811491999685419,"score_gpt":0.2151941692838842,"score_spread":0.2083826772841987,"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."}}