{"id":"W1838711299","doi":"10.1002/esp.3380","title":"Monitoring considerations for a dynamic dune restoration project: Pacific Rim National Park Reserve, British Columbia, Canada.","year":2012,"lang":"en","type":"article","venue":"Earth Surface Processes and Landforms","topic":"Aeolian processes and effects","field":"Earth and Planetary Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Parks Canada","keywords":"Aeolian processes; National park; Beach morphodynamics; Landform; Climate change; Disturbance (geology); Coastal management; Sand dune stabilization; Environmental resource management; Geography; Geology; Ecology; Oceanography; Environmental science; Sediment transport; Archaeology; Geomorphology; Sediment","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":[0.0003598056,0.0001230217,0.00017518,0.00002216098,0.0006839379,0.0004885417,0.00006554423,0.00007498234,0.000159601],"category_scores_gemma":[0.0003797844,0.0001330443,0.00002250212,0.0002410039,0.00004684378,0.0008027207,0.000009745733,0.0001090989,0.000005029582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001112418,"about_ca_system_score_gemma":0.0008921628,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5496573,"about_ca_topic_score_gemma":0.9776912,"domain_scores_codex":[0.9987481,0.00002160664,0.0002240094,0.0002384264,0.0003304457,0.0004374156],"domain_scores_gemma":[0.9990745,0.0002971242,0.0001058034,0.00007643703,0.0002878306,0.0001583196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002610225,0.00002668186,0.9916323,0.0004960831,0.00002113447,0.000003366403,0.0003315317,0.0008431383,0.000006701337,0.000006363868,0.004229495,0.002377136],"study_design_scores_gemma":[0.0007696233,0.0002102712,0.959057,0.0001899114,0.00002737102,0.0001090538,0.001243658,0.01597984,0.00009227881,0.001353552,0.02047572,0.0004916685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925134,0.004821518,0.0001204977,0.0002078461,0.0003431807,0.0005224788,0.0004467632,0.00004711599,0.0009771765],"genre_scores_gemma":[0.995726,0.0003280604,0.001803774,0.00006091323,0.0001769735,0.00001632702,0.0001917479,0.000008142841,0.001688081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4280339,"threshold_uncertainty_score":0.5425389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.019421925297225,"score_gpt":0.232645214772283,"score_spread":0.213223289475058,"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."}}