{"id":"W4402956225","doi":"10.1016/j.worlddev.2024.106790","title":"Living policy Labs: A case study of collaborative dialogue about social protection to alleviate grievances and facilitate peaceful outcomes in Egypt","year":2024,"lang":"en","type":"article","venue":"World Development","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Arts and Humanities Research Council; Western University; British Council; UK Research and Innovation; Cairo University; Carnegie Corporation of New York","keywords":"Social protection; Political science; Economic growth; Development economics; Sociology; Political economy; Public administration; Public relations; Law; Economics","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":[0.005123965,0.0007103426,0.0004917069,0.001238707,0.01897993,0.005457188,0.002719172,0.005316888,0.008827048],"category_scores_gemma":[0.007026093,0.0004720368,0.0006244364,0.001622854,0.01093058,0.004066569,0.008468547,0.004070743,0.001061787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009190636,"about_ca_system_score_gemma":0.006292609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01255437,"about_ca_topic_score_gemma":0.03066511,"domain_scores_codex":[0.9938654,0.004325782,0.0001505057,0.0002797953,0.000286318,0.001092122],"domain_scores_gemma":[0.9943674,0.003008627,0.0005840123,0.0003073383,0.0002792194,0.001453231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000210385,0.0007783137,0.006577123,0.0006063583,0.00003532223,0.03372401,0.8959102,0.001110683,0.001368545,0.02691742,0.00472757,0.02803409],"study_design_scores_gemma":[0.00001969595,0.0001122168,0.002665924,0.0002229666,0.00001251072,0.001595283,0.9470831,0.0005067335,0.0008451972,0.002885422,0.04401776,0.00003317302],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631642,0.0006383418,0.002721178,0.006287597,0.0000762331,0.0002578022,0.0001098194,0.00006302576,0.02668192],"genre_scores_gemma":[0.9829385,0.0007746317,0.00228112,0.001163285,0.0000251827,0.0001708681,0.00005416614,0.00005600506,0.01253629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01897993,"threshold_uncertainty_score":0.06668305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04341717511628276,"score_gpt":0.2892982043357439,"score_spread":0.2458810292194612,"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."}}