{"id":"W3106661271","doi":"10.5194/hess-25-1229-2021","title":"Monitoring tidal hydrology in coastal wetlands with the “Mini Buoy”: applications for mangrove restoration","year":2021,"lang":"en","type":"article","venue":"Hydrology and earth system sciences","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Environment Research Council; Lembaga Pengelola Dana Pendidikan; Dana Ilmu Pengetahuan Indonesia; Sight Research UK; University of Glasgow; UK Research and Innovation; British Society for Geomorphology","keywords":"Buoy; Intertidal zone; Mangrove; Salt marsh; Environmental science; Submersion (mathematics); Wetland; Current (fluid); Hydrology (agriculture); Tide gauge; Oceanography; Geology; Sea level; Fishery; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002846303,0.0002953105,0.0001571462,0.0004025217,0.0001622757,0.0001919625,0.0002713144,0.0001843631,0.0008311456],"category_scores_gemma":[0.0002405782,0.0001170932,0.0001174561,0.0003983615,0.0001069698,0.0002788539,0.00034223,0.0001334572,0.000178849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001893222,"about_ca_system_score_gemma":0.0002172836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003068553,"about_ca_topic_score_gemma":0.01034091,"domain_scores_codex":[0.9999152,0.00001288584,0.00000479627,0.00002342332,0.0000368798,0.000006884717],"domain_scores_gemma":[0.9998227,0.00002314228,0.0000281526,0.00002226744,0.00007462417,0.00002925286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004225035,0.0002271875,0.1901608,0.0002206055,0.00006227183,0.000341317,0.0004240123,0.01149823,0.3930684,0.0003963372,0.003882555,0.3992957],"study_design_scores_gemma":[0.00008139097,0.001011249,0.5157039,0.00006990405,0.0001450949,0.0005704201,0.0005260239,0.3316418,0.1318212,0.0009841628,0.01731601,0.0001289053],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.898718,0.0004366944,0.09299143,0.0003281783,0.00009680689,0.00016837,0.00108013,0.002371371,0.003808954],"genre_scores_gemma":[0.9476486,0.0001385246,0.05072191,0.00005344465,0.00001645108,0.00006412348,0.0002979863,0.00003504136,0.001023991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003068553,"threshold_uncertainty_score":0.006101429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009802216904508596,"score_gpt":0.2207755398301837,"score_spread":0.2109733229256751,"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."}}