{"id":"W1863869503","doi":"","title":"Understanding Risk from Floods and Lindslides in the Himalayan Region: A Discussion to Enhance Resilience","year":2015,"lang":"en","type":"article","venue":"Planet@Risk","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Landslide; Resilience (materials science); Geography; Event (particle physics); Natural hazard; Hinduism; Psychological resilience; History; Environmental planning; Environmental resource management; Geology; Environmental science; Meteorology; Seismology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005251473,0.0005538624,0.0003698314,0.001177324,0.005961142,0.006637396,0.001496685,0.004017224,0.003380238],"category_scores_gemma":[0.007019742,0.0002460456,0.0005057149,0.0009899357,0.006292546,0.008216347,0.003660818,0.006189446,0.000218564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006846161,"about_ca_system_score_gemma":0.00672255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02442265,"about_ca_topic_score_gemma":0.03468119,"domain_scores_codex":[0.998028,0.001431328,0.00005738815,0.00008351456,0.0001588617,0.0002409213],"domain_scores_gemma":[0.9952866,0.003437326,0.0003443875,0.00009321485,0.0003529132,0.0004856144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001068988,0.0002465194,0.02229576,0.001627114,0.000201211,0.006184502,0.360264,0.008612232,0.001108401,0.3461673,0.1106444,0.1425417],"study_design_scores_gemma":[0.00001722114,0.0001706573,0.01469504,0.002905512,0.000101012,0.001724144,0.5050572,0.002652664,0.0007372189,0.1327601,0.3390628,0.0001164748],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06486174,0.02620621,0.005153414,0.8650675,0.001654921,0.00007171016,0.0001233156,0.00005637992,0.0368049],"genre_scores_gemma":[0.8938109,0.05163096,0.003779327,0.04039869,0.003489085,0.0000913589,0.00007637866,0.00003333282,0.006689977],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02442265,"threshold_uncertainty_score":0.0496726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03885378375525268,"score_gpt":0.264325891256069,"score_spread":0.2254721075008164,"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."}}