{"id":"W4416534318","doi":"10.1007/978-3-031-95107-7_16","title":"Climate Change Uncertainties in Dam Design, Operation, and Management","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Dam Engineering and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada; Western University","funders":"","keywords":"Climate change; Lead (geology); Function (biology); Precipitation; Risk management; Global warming","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002121328,0.0005654867,0.0005120105,0.0007773751,0.00002712513,0.00005845057,0.000181505,0.0003925854,0.00003622443],"category_scores_gemma":[0.00002502254,0.0006359704,0.00005939549,0.0001233388,0.0000175087,0.00010464,0.0001011887,0.0006649938,0.00000829307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002461062,"about_ca_system_score_gemma":0.000008250038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001060415,"about_ca_topic_score_gemma":0.0002910404,"domain_scores_codex":[0.9985656,0.000007336439,0.0004154681,0.000383094,0.0001608736,0.0004676849],"domain_scores_gemma":[0.9994236,0.0001607533,0.00002291682,0.0003199628,0.00001432857,0.00005848666],"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":[0.000005526389,0.000003843254,0.00002373667,0.001541158,0.00005313294,0.00006697448,0.0002616811,0.9696561,0.00003112871,0.006980937,0.000058077,0.02131774],"study_design_scores_gemma":[0.0007065427,0.00003685826,0.0006227639,0.004727475,0.00006958082,0.00001388245,0.000004302793,0.9650844,0.0002125782,0.001796301,0.02534009,0.001385237],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00009788811,0.0259626,0.8826333,0.0002261374,0.002260018,0.001941526,0.00008138284,0.001521365,0.08527581],"genre_scores_gemma":[0.877253,0.0726997,0.04133878,0.0003672334,0.001142125,0.001019979,0.0002919597,0.0009491374,0.004938093],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8771551,"threshold_uncertainty_score":0.9996092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01301286315388033,"score_gpt":0.2005140584318675,"score_spread":0.1875011952779871,"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."}}