{"id":"W4377862262","doi":"10.1002/wat2.1647","title":"Global patterns of water‐driven human migration","year":2023,"lang":"en","type":"article","venue":"Wiley Interdisciplinary Reviews Water","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"European Commission; World Bank Group","keywords":"Livelihood; Population; Water use; Environmental science; Geography; Environmental resource management; Ecology; Agriculture; Biology; Environmental health","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":[0.002980657,0.0002535523,0.0004453608,0.005722794,0.0001512602,0.0006568591,0.0003684405,0.0003368537,0.001579697],"category_scores_gemma":[0.007704836,0.000115657,0.00126538,0.01108441,0.0004764099,0.0009081098,0.0009922236,0.0003698679,0.0001148276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006877863,"about_ca_system_score_gemma":0.001557139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007702759,"about_ca_topic_score_gemma":0.009891126,"domain_scores_codex":[0.9979419,0.0009631564,0.0004488854,0.0003002985,0.0002681945,0.00007760179],"domain_scores_gemma":[0.9933839,0.002959211,0.001957014,0.0002734314,0.001320425,0.0001059449],"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":[0.0004453792,0.00003903281,0.3261271,0.177782,0.01051893,0.0006218122,0.007145796,0.004243711,0.001893883,0.009939681,0.0182037,0.443039],"study_design_scores_gemma":[0.000065321,0.0003375286,0.8138647,0.05841315,0.005000412,0.0006604505,0.008873566,0.00212027,0.001024175,0.007384754,0.1021495,0.0001062165],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3191793,0.6183939,0.005711231,0.009342643,0.0005169515,0.0003540865,0.03641791,0.0001251649,0.009958896],"genre_scores_gemma":[0.8223008,0.1666068,0.003275158,0.001205527,0.0001447386,0.0002747385,0.005731167,0.00002500815,0.0004359431],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007702759,"threshold_uncertainty_score":0.01576346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1269119577296014,"score_gpt":0.3881101712380698,"score_spread":0.2611982135084684,"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."}}