{"id":"W4410798106","doi":"10.1002/ece3.71459","title":"An Environmental Niche Exploration Tool for Kelp Forest Management","year":2025,"lang":"en","type":"article","venue":"Ecology and Evolution","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Ecological Analysis and Synthesis","keywords":"Kelp forest; Kelp; Niche; Sustainability; Environmental resource management; Biodiversity; Ecosystem; Ecology; Environmental science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001201217,0.001104761,0.000495505,0.003427922,0.0004603774,0.001295324,0.001010244,0.0007380202,0.02512342],"category_scores_gemma":[0.005471889,0.0003930407,0.0008087515,0.001955575,0.0002506328,0.002119062,0.002478757,0.0009133201,0.00409014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003647016,"about_ca_system_score_gemma":0.0006946794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001595813,"about_ca_topic_score_gemma":0.005731681,"domain_scores_codex":[0.9995918,0.0001034947,0.00005120677,0.00007966809,0.0001456661,0.00002825922],"domain_scores_gemma":[0.9966565,0.002586158,0.000202157,0.0001889108,0.0002321379,0.0001340187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004770574,0.0005170775,0.01881333,0.001984442,0.0002169432,0.001144086,0.002702198,0.01001657,0.008551275,0.01136969,0.1941175,0.7500899],"study_design_scores_gemma":[0.0005209668,0.0003245788,0.04261194,0.001560697,0.000203401,0.002886747,0.003094757,0.1657635,0.01353377,0.09628426,0.6727834,0.000431984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04785235,0.001334662,0.6857405,0.001326819,0.0002907865,0.0009798605,0.05237161,0.1753597,0.03474361],"genre_scores_gemma":[0.149837,0.0008569382,0.8128142,0.0005908723,0.00008832054,0.001890289,0.02054518,0.005963604,0.007413634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02512342,"threshold_uncertainty_score":0.08404619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007297923773133244,"score_gpt":0.1928905399598755,"score_spread":0.1855926161867422,"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."}}