{"id":"W4411178263","doi":"10.1080/11956860.2025.2504274","title":"Cover","year":2025,"lang":"en","type":"article","venue":"Ecoscience","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Environmental science; Ecology; Geology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004067315,0.00002832058,0.00003551206,0.00002176416,0.00004267911,0.00001097431,0.00007214242,0.000008221396,0.00002980354],"category_scores_gemma":[0.00002363132,0.00002521269,0.00001092733,0.0001635973,0.00003034813,0.0000474331,0.00001853966,0.00002438811,0.0000933839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001753093,"about_ca_system_score_gemma":0.000005615357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001921007,"about_ca_topic_score_gemma":0.0001680959,"domain_scores_codex":[0.9997848,0.00000158639,0.00003790949,0.00005742383,0.00003525831,0.0000829926],"domain_scores_gemma":[0.9998885,0.00001867034,0.000001545995,0.00007544731,0.000005837948,0.00001002464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000005475482,0.00006954434,0.3730631,0.0002102518,0.00004342146,0.000007178259,0.001344118,0.02491936,0.01214023,0.03048462,0.4674643,0.0902484],"study_design_scores_gemma":[0.00009902727,0.000007347568,0.7119065,0.00001260718,0.000003037449,3.164439e-7,0.00003631759,0.02194189,0.003922132,0.002110953,0.2598513,0.0001086452],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6501772,0.0006031464,0.01201253,0.0003075972,0.001068844,0.00005021192,0.000002497929,0.0002671891,0.3355108],"genre_scores_gemma":[0.9982539,0.000007257798,0.000112204,0.00002762048,0.000006966681,0.000002960336,6.678254e-8,0.000001023942,0.001587963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3480767,"threshold_uncertainty_score":0.1200292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004577807213336733,"score_gpt":0.2040419428957173,"score_spread":0.1994641356823805,"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."}}