{"id":"W4402477190","doi":"10.11159/icceia24.111","title":"Decisions Supporting System for Safety Management of Agricultural Dam in Korea Peninsula","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on New Technologies","topic":"Advanced Decision-Making Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Agriculture; Peninsula; Shandong peninsula; Environmental resource management; Water resource management; Environmental science; Environmental planning; Business; Geography; Physical geography; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004820396,0.0002222678,0.0003669537,0.0005971645,0.00009290289,0.000126879,0.003098883,0.00009691736,5.138035e-7],"category_scores_gemma":[0.0004516727,0.000137385,0.0001654691,0.002015998,0.0001270745,0.0004435816,0.001661287,0.0002529565,0.000001427791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000165975,"about_ca_system_score_gemma":0.00002724688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003999224,"about_ca_topic_score_gemma":0.00000515185,"domain_scores_codex":[0.9979866,0.000004387566,0.000698993,0.0005396744,0.0004438621,0.0003264854],"domain_scores_gemma":[0.9984636,0.00045985,0.0004226255,0.0004736671,0.0001564356,0.00002386991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002965396,0.00002847714,0.0003258431,0.0002619278,0.00003482924,0.000004873339,0.00006766609,0.00004750452,0.002745589,0.8127348,0.003569269,0.1801495],"study_design_scores_gemma":[0.0006626066,0.0002114383,0.002981582,0.01755306,0.0000563313,0.00004348502,0.002827119,0.006688516,0.653376,0.306862,0.008186166,0.0005516561],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5417814,0.005543909,0.296046,0.05102859,0.008029834,0.01535837,0.0001234375,0.03345497,0.0486335],"genre_scores_gemma":[0.8106563,0.00005313595,0.1883465,0.000007253191,0.000008898556,0.00009202499,3.462176e-7,0.00001299338,0.0008224947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6506304,"threshold_uncertainty_score":0.5758548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02007471455750473,"score_gpt":0.2992265336763466,"score_spread":0.2791518191188419,"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."}}