{"id":"W2919328640","doi":"10.2166/wp.2019.154","title":"Women, irrigation and social norms in Egypt: ‘The more things change, the more they stay the same?’","year":2019,"lang":"en","type":"article","venue":"Water Policy","topic":"Water resources management and optimization","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Irrigation; Government (linguistics); Business; Political science; Socioeconomics; Economic growth; Sociology; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.0002421299,0.0001256185,0.000091412,0.00007728673,0.0001414913,0.0001371669,0.0002308033,0.00004714361,0.00002720758],"category_scores_gemma":[0.000002954094,0.0000515264,0.00002501809,0.0001120467,0.00005067318,0.0002263001,0.0001066198,0.0001494013,0.00004849749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000668065,"about_ca_system_score_gemma":0.000002251792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006267293,"about_ca_topic_score_gemma":0.00007133273,"domain_scores_codex":[0.9992942,0.00003219692,0.0001237687,0.0001074684,0.0001414627,0.000300939],"domain_scores_gemma":[0.9997514,0.00001404271,0.00002216909,0.0001852116,0.00001067842,0.00001642155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000226739,0.00001617751,0.00508899,0.0001423872,0.00007747772,0.0000015818,0.959027,0.02189602,0.0004731488,0.003939849,0.000791681,0.008523002],"study_design_scores_gemma":[0.003465471,0.0001426145,0.2499794,0.0001113411,0.000100083,0.00001138475,0.042245,0.3364852,0.003804551,0.02995736,0.3321778,0.001519762],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775708,0.00002871778,0.00002502395,0.01992289,0.00008378052,0.000474597,0.000003333614,0.00007385384,0.00181702],"genre_scores_gemma":[0.9961994,0.00001928989,0.00000998077,0.0019783,0.0003661712,0.00008507809,0.00002062987,0.00002690933,0.001294267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.916782,"threshold_uncertainty_score":0.2101185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01148558687361254,"score_gpt":0.2102341500913427,"score_spread":0.1987485632177302,"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."}}