{"id":"W7164923948","doi":"10.1080/17153379.2025.12558681","title":"Life Beyond Waste: Work and Infrastructure in Urban Pakistan","year":2025,"lang":"en","type":"article","venue":"Pacific Affairs","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Urban infrastructure","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002371726,0.0001557481,0.0001750288,0.0008758929,0.006368212,0.002732491,0.0004729213,0.0007432972,0.005844212],"category_scores_gemma":[0.0006668453,0.0001863871,0.0001490558,0.0030698,0.002690006,0.001866539,0.002424305,0.001103388,0.0003678048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005183257,"about_ca_system_score_gemma":0.007943881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.220247,"about_ca_topic_score_gemma":0.4519514,"domain_scores_codex":[0.9995555,0.00006469402,0.00001242584,0.0000278111,0.00002758999,0.0003119161],"domain_scores_gemma":[0.9991881,0.0001389112,0.0001778733,0.00001999199,0.00008414608,0.0003909857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001059136,0.0004818498,0.7479764,0.0001625503,0.00001817152,0.002413001,0.1851572,0.0005302932,0.0004152185,0.02768022,0.004090485,0.03096876],"study_design_scores_gemma":[0.000003306883,0.00007184264,0.3398194,0.00007443741,0.000008558738,0.0001984903,0.6489242,0.0001923903,0.00008016276,0.001885402,0.008726032,0.00001564665],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9906926,0.000145876,0.00004389627,0.001634607,0.000008831654,0.000006093274,0.000127569,0.000001622333,0.007338997],"genre_scores_gemma":[0.9986015,0.000159675,0.00001910448,0.00004392289,0.00000358009,0.000003398501,0.00003240268,7.214412e-7,0.001135671],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.220247,"threshold_uncertainty_score":0.4379301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004687587897326238,"score_gpt":0.2426127497313278,"score_spread":0.2379251618340016,"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."}}