{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002673091,0.0001219273,0.0001491357,0.00005058824,0.0001598526,0.00001431844,0.0002121283,0.00003949502,0.0003303915],"category_scores_gemma":[0.00001675079,0.00008689892,0.00004013042,0.0001818231,0.0004973519,0.0001557164,0.0005743789,0.0000869196,0.00001362832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008694797,"about_ca_system_score_gemma":0.000008905192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002201368,"about_ca_topic_score_gemma":0.0001833738,"domain_scores_codex":[0.9989217,0.00005731748,0.0003101349,0.0002452867,0.000276797,0.0001887783],"domain_scores_gemma":[0.9995377,0.00007360058,0.00009260438,0.0002555521,0.000001133052,0.00003942379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003676269,0.0002838647,0.9129899,0.00002217382,0.00003139578,0.000003254929,0.002863161,0.0008155372,0.03378985,0.001082082,0.00078599,0.04729604],"study_design_scores_gemma":[0.0005072074,0.0000869059,0.9726341,0.00005273899,0.00002272698,7.811756e-7,0.004972653,0.002038521,0.01130482,0.0003915893,0.007849464,0.0001385039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928103,0.0003343238,0.0001557212,0.0002174462,0.0001166909,0.0002574437,0.000005469691,0.000007573047,0.006095027],"genre_scores_gemma":[0.9973866,0.001013262,0.0007517684,0.00005353709,0.000006361754,0.00003135806,0.000003121168,0.000006376263,0.0007475957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0596442,"threshold_uncertainty_score":0.3617555,"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."}}