{"id":"W4403880664","doi":"10.24018/ejgeo.2024.5.5.485","title":"Interlocking Elements to Control Erosion in Natural and Urban Ecosystems","year":2024,"lang":"en","type":"article","venue":"European Journal of Environment and Earth Sciences","topic":"Aeolian processes and effects","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Interlocking; Natural (archaeology); Erosion; Ecosystem; Erosion control; Environmental science; Control (management); Environmental resource management; Geology; Ecology; Engineering; Computer science; Geography; Geomorphology; Archaeology; Mechanical engineering; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001355278,0.00008025507,0.0001094916,0.0001327146,0.00008886317,0.0002049598,0.0001141841,0.000007459011,0.0001033553],"category_scores_gemma":[0.00001656275,0.00005223927,0.00002041806,0.00008457778,0.00007953039,0.0003534724,0.00001681029,0.0001081657,0.00003351911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001623025,"about_ca_system_score_gemma":0.000008428041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002130709,"about_ca_topic_score_gemma":0.00005503112,"domain_scores_codex":[0.9991334,0.0001051186,0.000236435,0.0001578127,0.0002007103,0.0001665236],"domain_scores_gemma":[0.9997349,0.00005816888,0.00006005302,0.00003065361,0.000003669295,0.0001126024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006224772,0.00001033962,0.8377752,0.00006936773,0.00001670833,0.000297628,0.001591473,0.003301685,0.0009548012,0.00003045358,0.0004528713,0.1554372],"study_design_scores_gemma":[0.0004765086,0.001311547,0.8804508,0.0005239528,0.00001345067,0.000142701,0.0003593346,0.09523592,0.0000785869,0.00003811021,0.02119773,0.0001713645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914185,0.006892367,0.0001822064,0.00024159,0.0003294385,0.00006407385,0.000002852511,0.00000392358,0.0008650349],"genre_scores_gemma":[0.9989783,0.0003590326,0.0003316471,0.0001185732,0.0001181279,6.016666e-8,5.046825e-7,0.000002003114,0.00009177083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1552659,"threshold_uncertainty_score":0.2130256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007571759841550472,"score_gpt":0.1874761729189637,"score_spread":0.1799044130774132,"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."}}