{"id":"W4396701405","doi":"10.11159/iceptp24.135","title":"GIS based Vulnerability Model Assessment of The Alexan-dra Jukskei Catchment in South AfricaGIS based Vulnerability Model Assessment of The Alexan-dra Jukskei Catchment in South Africa","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vulnerability assessment; Vulnerability (computing); Drainage basin; Geography; Catchment area; Water resource management; Environmental resource management; Environmental science; Computer science; Cartography; Computer security; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003497819,0.0004292246,0.0002922445,0.001468822,0.0004518182,0.0009728701,0.0003786061,0.000449813,0.001313181],"category_scores_gemma":[0.001105829,0.0002363086,0.0005948931,0.0009843886,0.0002940676,0.0005441453,0.0008317006,0.0002987421,0.00009760086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001772223,"about_ca_system_score_gemma":0.001136753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05182287,"about_ca_topic_score_gemma":0.03539014,"domain_scores_codex":[0.999855,0.00004831645,0.000008186069,0.00002002179,0.00002473441,0.00004362422],"domain_scores_gemma":[0.9998077,0.00009531227,0.00002613091,0.000009860877,0.00004244455,0.00001865502],"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":[0.00006493421,0.00005793098,0.03522975,0.00003954417,0.00005117699,0.0004632589,0.0003517804,0.9521104,0.001690974,0.002962021,0.0003626651,0.006615655],"study_design_scores_gemma":[0.00001434275,0.00004553325,0.02280937,0.00002308759,0.00002318936,0.00007941178,0.0008320449,0.9734451,0.0004211662,0.001419197,0.0008698357,0.00001766642],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914943,0.00004251685,0.00406356,0.0001376414,0.000003065803,0.00006834283,0.0004596269,0.00004809504,0.003682839],"genre_scores_gemma":[0.996864,0.00006945631,0.002251096,0.000005628503,0.000001176093,0.00005855204,0.0002273579,0.00000502805,0.0005177815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05182287,"threshold_uncertainty_score":0.1030425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01581663209387702,"score_gpt":0.2596852121986934,"score_spread":0.2438685801048164,"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."}}