{"id":"W4409206090","doi":"10.1111/rec.70048","title":"Restoration techniques to enhance aquatic plant establishment and project scalability in wetlands","year":2025,"lang":"en","type":"article","venue":"Restoration Ecology","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Utah Agricultural Experiment Station; Utah State University; Ducks Unlimited Canada","keywords":"Wetland; Restoration ecology; Environmental science; Environmental resource management; Scalability; Agroforestry; Geography; Ecology; Computer science; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0005868578,0.0001031562,0.0001610425,0.0001576597,0.0000783678,0.00003702192,0.00009924213,0.0001000693,0.00003711],"category_scores_gemma":[0.0002515214,0.0001008011,0.00001224677,0.0004364258,0.00004800111,0.0002162344,0.0001558544,0.00009324285,0.0000353346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006771878,"about_ca_system_score_gemma":0.00004911996,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000968536,"about_ca_topic_score_gemma":0.1417039,"domain_scores_codex":[0.9988995,0.0001514933,0.0003074555,0.0003365993,0.0001142751,0.0001906709],"domain_scores_gemma":[0.9995599,0.0001132861,0.00006703824,0.0002110205,0.000008121823,0.00004060395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008792945,0.0001165319,0.9811416,0.00003842595,0.000003303097,0.000004522121,0.0004141519,0.0004477987,0.003728348,0.0003218336,0.003570148,0.01012541],"study_design_scores_gemma":[0.0002662361,0.0004119523,0.9548622,0.00006009546,0.00000964384,0.000006550522,0.0001624633,0.02392673,0.002231047,0.001915633,0.01589392,0.000253514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915598,0.000005481978,0.003175876,0.001354866,0.0001431076,0.0009070585,0.000007813084,0.00005220452,0.002793813],"genre_scores_gemma":[0.9972306,0.00001381617,0.001867819,0.00021972,0.0000127364,0.0002192552,0.00002473411,0.000004927639,0.0004063329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1407354,"threshold_uncertainty_score":0.8739578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006406843885480443,"score_gpt":0.2668019400951614,"score_spread":0.2603950962096809,"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."}}