{"id":"W4415063652","doi":"10.1029/2025jg008833","title":"Monitoring Coastal Estuarine Habitats for Biodiversity Along the Temperate Bioregion of South Africa","year":2025,"lang":"en","type":"article","venue":"Journal of Geophysical Research Biogeosciences","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"South African National Parks; National Aeronautics and Space Administration","keywords":"Wetland; Salt marsh; Biodiversity; Ecosystem; Estuary; Marsh; Ecosystem services; Habitat","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":[0.0002786259,0.0002506925,0.00009387955,0.001213864,0.0002527572,0.0003668149,0.000209517,0.0001015005,0.001421373],"category_scores_gemma":[0.0009019137,0.0000927233,0.0001161845,0.001524685,0.000133554,0.0004194207,0.0003972332,0.0001254916,0.0001639905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003974407,"about_ca_system_score_gemma":0.0002681633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0294145,"about_ca_topic_score_gemma":0.08818951,"domain_scores_codex":[0.9998857,0.00003117894,0.000008508799,0.00003188592,0.00002056269,0.00002221901],"domain_scores_gemma":[0.9995577,0.00008218137,0.000189657,0.00002347007,0.0001040481,0.00004292275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005515189,0.00002115151,0.9519966,0.00009173929,0.00004272833,0.0001762277,0.001083232,0.001212738,0.01166109,0.000115376,0.0004753056,0.03306868],"study_design_scores_gemma":[0.000002269875,0.00001583422,0.9947554,0.00003330351,0.00001276491,0.00004824159,0.0009961437,0.002072572,0.0009696978,0.00005203123,0.001037065,0.000004737639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971956,0.0001240416,0.0005366338,0.00004107645,0.000001795515,0.00001726452,0.00113531,0.00001336055,0.0009348556],"genre_scores_gemma":[0.9981537,0.00008307585,0.001231236,0.000006885564,0.000001073072,0.00001910974,0.0002946848,0.000002468562,0.0002077723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0294145,"threshold_uncertainty_score":0.05848658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04165113436513884,"score_gpt":0.3040663870714695,"score_spread":0.2624152527063307,"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."}}