{"id":"W4416946886","doi":"10.1007/s00267-025-02313-z","title":"Bio-Inspired Designs for Conservation Gains in Hardened Freshwater Shorelines","year":2025,"lang":"en","type":"article","venue":"Environmental Management","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Shore; Habitat; Biodiversity; Mangrove; Erosion; Coastal erosion; Work (physics); Vegetation (pathology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001403343,0.0003221584,0.0002091727,0.0002033343,0.00023391,0.0005556568,0.0004264314,0.0004100548,0.004473671],"category_scores_gemma":[0.0003474952,0.0001507875,0.0002035523,0.0001402504,0.0002791715,0.0004735775,0.0004752177,0.0003159645,0.0003360373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002874526,"about_ca_system_score_gemma":0.0001618221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000503793,"about_ca_topic_score_gemma":0.00112305,"domain_scores_codex":[0.9999408,0.00001526008,0.00000222294,0.00001357952,0.00001688702,0.00001120355],"domain_scores_gemma":[0.9998877,0.00003249232,0.00001944725,0.00001736338,0.00002864673,0.00001437653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002207928,0.0002310038,0.001741057,0.0002139852,0.00005759438,0.0002887052,0.0002209078,0.6836393,0.144991,0.03477554,0.002004333,0.1316158],"study_design_scores_gemma":[0.00002363641,0.0003922483,0.001404147,0.00003226739,0.00002665745,0.00009328983,0.0001745528,0.9680278,0.008906386,0.01479409,0.006103991,0.00002096732],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.389976,0.000713777,0.5721847,0.0004413771,0.0002287359,0.00006663944,0.0000837167,0.0002766693,0.03602838],"genre_scores_gemma":[0.9554344,0.0001690916,0.03584963,0.00008650021,0.00001816009,0.0000459503,0.00002752375,0.00002952245,0.008339258],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004473671,"threshold_uncertainty_score":0.01496589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01427441665097521,"score_gpt":0.2325613605033185,"score_spread":0.2182869438523433,"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."}}