{"id":"W4413098848","doi":"10.1080/17477891.2025.2538510","title":"The everyday of inundation: livelihoods and lifeways dimensions of flooding experience in Amazonian Peru","year":2025,"lang":"en","type":"article","venue":"Environmental Hazards","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; University of Toronto; Conference of Latin Americanist Geographers","keywords":"Amazonian; Livelihood; Flooding (psychology); Geography; Environmental planning; Environmental resource management; Amazon rainforest; Environmental protection; Archaeology; Environmental science; Ecology; Agriculture; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001136485,0.0002161967,0.000350538,0.0006612354,0.004154849,0.002895248,0.000497365,0.0007916089,0.002625745],"category_scores_gemma":[0.003169873,0.0003146095,0.0001786686,0.001002691,0.006204864,0.002801854,0.005172546,0.001029535,0.0001124888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001460462,"about_ca_system_score_gemma":0.0006791251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01628692,"about_ca_topic_score_gemma":0.02829692,"domain_scores_codex":[0.9991085,0.0005574955,0.00003300887,0.00006010613,0.00008112807,0.0001597564],"domain_scores_gemma":[0.9986662,0.000656725,0.0003375474,0.00006722333,0.0001005366,0.0001718551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001026893,0.000009680699,0.01010473,0.00005277688,0.000003746353,0.0004118524,0.9853263,0.00002633445,0.0005656857,0.001131736,0.0001471708,0.002209726],"study_design_scores_gemma":[0.00000154148,0.00003196409,0.03684,0.00004759929,0.000004621221,0.0003396894,0.9536767,0.0000566203,0.00007820826,0.0005989208,0.008309678,0.00001440855],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938754,0.0004387413,0.0002697313,0.001105944,0.000005720311,0.000007756102,0.00002675509,0.000004268365,0.004265773],"genre_scores_gemma":[0.9992164,0.0002852277,0.00006412475,0.00005939047,0.000004575663,0.000009686171,0.000009967488,0.00000254802,0.000348053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01628692,"threshold_uncertainty_score":0.03238422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005686481932068639,"score_gpt":0.2443274442489764,"score_spread":0.2386409623169078,"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."}}