{"id":"W4389264472","doi":"10.12911/22998993/175877","title":"A Review of the Roots of Ecological Engineering and its Principles","year":2023,"lang":"en","type":"review","venue":"Journal of Ecological Engineering","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ecology; Ecological engineering; Environmental science; Geography; Engineering; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.002276048,0.0003431861,0.002510745,0.0001076206,0.00004774518,0.00001242331,0.0007205967,0.0003993194,0.0005602701],"category_scores_gemma":[0.006632804,0.0001800624,0.001063381,0.0009125652,0.00008535337,0.00009261061,0.000740659,0.0006949448,0.00001221098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003657391,"about_ca_system_score_gemma":0.00004990585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000449083,"about_ca_topic_score_gemma":0.000005157317,"domain_scores_codex":[0.996822,0.0001798489,0.001968109,0.00027409,0.0003943034,0.0003616354],"domain_scores_gemma":[0.9969709,0.001231006,0.001327585,0.0002423208,0.00006127055,0.0001669135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002634572,0.001511206,0.00267205,0.6469607,0.00238981,0.0004354311,0.0001027748,0.250407,0.0002013139,0.001948369,0.001060448,0.09228455],"study_design_scores_gemma":[0.0003210723,0.0008043529,0.03748477,0.08056719,0.00208013,0.0003788256,0.00003488348,0.005922102,0.0000086735,0.00007351307,0.8715606,0.0007638749],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01029663,0.988624,0.00002811001,0.00007645288,0.0002391134,0.0006345893,0.000008211331,0.00002109166,0.00007174072],"genre_scores_gemma":[0.005267356,0.9943165,0.0002034652,0.00002648397,0.00007208232,0.00003136781,8.629891e-7,0.00002006616,0.00006178816],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8705001,"threshold_uncertainty_score":0.7940566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04755574253112925,"score_gpt":0.2742141427621769,"score_spread":0.2266584002310476,"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."}}