{"id":"W4361276878","doi":"10.1080/21664250.2023.2195030","title":"Deformation of <i>Spartina patens</i> and <i>Spartina alterniflora</i> stems under irregular wave action","year":2023,"lang":"en","type":"article","venue":"Coastal Engineering Journal","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Institut National de la Recherche Scientifique; University of Ottawa","funders":"National Research Council Canada; Government of Canada; Marine Environmental Observation Prediction and Response Network","keywords":"Spartina alterniflora; Spartina; Marsh; Salt marsh; Vegetation (pathology); Environmental science; Ecology; Botany; Biology; Wetland","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000403358,0.0001465923,0.0001751947,0.00008593901,0.00009875034,0.00005810728,0.00008605557,0.00005767198,0.00005274939],"category_scores_gemma":[0.00001953617,0.0001349471,0.00005744064,0.0002792113,0.00003500927,0.0004180068,0.000187994,0.0001903621,0.00007130741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007895246,"about_ca_system_score_gemma":0.000007763144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005337022,"about_ca_topic_score_gemma":0.0001137453,"domain_scores_codex":[0.9988546,0.00001591837,0.0003610484,0.0001427567,0.0003124942,0.0003132087],"domain_scores_gemma":[0.9995147,0.00002619225,0.0001623213,0.0001261144,0.00001717566,0.0001534995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005287223,0.00004950469,0.02151731,0.0002058028,0.00005025218,0.00006171403,0.0006693051,0.8405303,0.1224293,0.00009856749,0.001696207,0.01263878],"study_design_scores_gemma":[0.0007143595,0.000154649,0.1046284,0.0001469084,0.00003246293,0.0009898002,0.0005476468,0.8834583,0.005924329,0.0002556596,0.002798728,0.0003488425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818329,0.00002105875,0.01717987,0.00009679751,0.000441555,0.0000996339,0.00001132185,0.00008209245,0.0002347781],"genre_scores_gemma":[0.9993019,0.00006970384,0.0002911975,0.00001118251,0.0000824071,0.000004469431,0.0000139872,0.00002334464,0.0002017986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.116505,"threshold_uncertainty_score":0.5502982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01822402558311021,"score_gpt":0.2029430836656613,"score_spread":0.1847190580825511,"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."}}