{"id":"W4389193129","doi":"10.22215/etd/2023-15740","title":"Political ecology of domestic water access and use in urban Malawi","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Association of Universities and Colleges of Canada","funders":"Fondation Rideau Hall; International Development Research Centre","keywords":"Political ecology; Politics; Water supply; Water scarcity; Leverage (statistics); Urbanization; Political science; Geography; Economic growth; Development economics; Sociology; Ecology; Water resources; Economics; Engineering","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":[0.0007484291,0.000107949,0.0001669107,0.0006655504,0.003491966,0.002694356,0.0003401826,0.0003788695,0.003503362],"category_scores_gemma":[0.001539642,0.0002100737,0.0001007032,0.0009253977,0.005743901,0.001208236,0.003608538,0.0007258893,0.0001059704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004326025,"about_ca_system_score_gemma":0.001792587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04120401,"about_ca_topic_score_gemma":0.07184645,"domain_scores_codex":[0.9987413,0.0006325773,0.00001919487,0.00005506831,0.00005759053,0.0004942178],"domain_scores_gemma":[0.9991902,0.0003076595,0.000250842,0.00002532726,0.00005260969,0.0001733283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001094573,0.00014041,0.2376918,0.0002228689,0.00002628374,0.001904145,0.6747724,0.0003845622,0.003054844,0.05334379,0.001676776,0.02667254],"study_design_scores_gemma":[0.000007579188,0.0000700008,0.4000158,0.0001528998,0.00001416042,0.0002817204,0.5713845,0.0006574935,0.0003739079,0.003280767,0.0237451,0.00001611608],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918444,0.0002777982,0.0001550658,0.001460345,0.000004264231,0.00001258814,0.00002748988,0.000001750102,0.006216271],"genre_scores_gemma":[0.9991686,0.0001455439,0.00003905471,0.00006162799,0.000002376432,0.000008041859,0.000006963731,0.000001112296,0.0005666999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04120401,"threshold_uncertainty_score":0.08192837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02771252486198429,"score_gpt":0.3417440844623458,"score_spread":0.3140315596003616,"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."}}