{"id":"W7075877625","doi":"10.5281/zenodo.16889312","title":"Climate Change, Unprecedented Floods, Dam Failures, Dam Hazards & Safety Aspects – An Indian Perspective","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Damages; Flood myth; Hydropower; Warning system; Spillway; Hazard; Dam failure; Extreme weather","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007435714,0.0003936452,0.0004072502,0.001784806,0.0006339122,0.00230687,0.0006079082,0.0006315217,0.002298069],"category_scores_gemma":[0.001185488,0.0001762541,0.0005907462,0.004296125,0.001202503,0.00152769,0.0008003566,0.001807802,0.0002991297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001333947,"about_ca_system_score_gemma":0.00470301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02086751,"about_ca_topic_score_gemma":0.02083142,"domain_scores_codex":[0.9996963,0.00007311478,0.00003828528,0.00003720595,0.00009901046,0.00005615439],"domain_scores_gemma":[0.9988983,0.0005480096,0.0001939229,0.00003249008,0.0002707606,0.00005641713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001716554,0.0001796927,0.02094201,0.03059491,0.0004118062,0.002360272,0.006004155,0.008985627,0.004445769,0.08791516,0.04730713,0.7906817],"study_design_scores_gemma":[0.00001043308,0.0002576742,0.06903857,0.008826406,0.0007114544,0.00432939,0.01030301,0.001607188,0.00177389,0.03282219,0.8701504,0.0001695693],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02302729,0.9206704,0.002755258,0.02476596,0.001296703,0.00003899189,0.0005325855,0.00007844006,0.02683424],"genre_scores_gemma":[0.1162012,0.8755229,0.001306798,0.003594979,0.00101752,0.00002424126,0.0001993482,0.00001222546,0.002120771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02086751,"threshold_uncertainty_score":0.04149204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04379642898977516,"score_gpt":0.2463037088519864,"score_spread":0.2025072798622112,"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."}}