{"id":"W4211169705","doi":"10.1007/978-3-319-57801-9_1","title":"Introduction","year":2017,"lang":"en","type":"book-chapter","venue":"Water governance - concepts, methods, and practice","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Extreme weather; Flood myth; Agriculture; Vulnerability (computing); Adaptive capacity; Climate change; Natural disaster; Natural resource economics; Business; Geography; Order (exchange); Environmental resource management; Agricultural economics; Environmental planning; Environmental science; Economics; Meteorology; Ecology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005068818,0.0003526067,0.0004487668,0.00004869189,0.001199731,0.0005182144,0.0003417501,0.0005024427,0.002237874],"category_scores_gemma":[0.004686201,0.0003156294,0.0001090905,0.00001826503,0.0007964043,0.00209431,0.0001008029,0.0005266997,0.000293221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003123473,"about_ca_system_score_gemma":0.0001931388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003648122,"about_ca_topic_score_gemma":0.004086982,"domain_scores_codex":[0.9969484,0.0008715227,0.0004180509,0.0007288129,0.0006293899,0.0004038278],"domain_scores_gemma":[0.9963977,0.001273886,0.001122485,0.0005942145,0.0004695031,0.0001421879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002704063,0.00003139853,0.00001045706,0.0000884911,0.0002004764,0.00002293061,0.06471943,0.000002371609,0.0009042645,0.5630649,0.06281918,0.3078657],"study_design_scores_gemma":[0.0002268978,0.00004473363,0.00003182763,0.00006292848,0.000233255,0.00002043885,0.001801654,0.000008406912,0.0003408848,0.01309801,0.9837048,0.0004261771],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003153757,0.005849914,0.003449326,0.03365079,0.004144618,0.0006273924,0.00007558712,0.0001211594,0.9520497],"genre_scores_gemma":[0.0001904446,0.03987711,0.03989812,0.0007741929,0.008265277,0.00002859377,0.0001105146,0.00006976935,0.910786],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9208856,"threshold_uncertainty_score":0.9999296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1640052217584047,"score_gpt":0.4307521977860375,"score_spread":0.2667469760276329,"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."}}