{"id":"W1736007558","doi":"","title":"Exploring and profiling of childhood illnesses in informal settlements in relation to flooding : a case study of Barcelona, Cape Town, South Africa","year":2013,"lang":"en","type":"dissertation","venue":"Open University of Cape Town (University of Cape Town)","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cape Town; International Development Research Centre","keywords":"Cape; Human settlement; Geography; Informal settlements; Profiling (computer programming); Flooding (psychology); Genealogy; Archaeology; Cartography; History; Psychology; Economic growth; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003355808,0.0003478688,0.0009879208,0.001479644,0.0002598196,0.00003894686,0.0007734995,0.0002362822,0.0004811719],"category_scores_gemma":[0.00004605913,0.0004777209,0.0001289272,0.0008865769,0.00008894308,0.002181291,0.0005103673,0.0003970841,0.000002967224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000169458,"about_ca_system_score_gemma":0.0001395244,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02344659,"about_ca_topic_score_gemma":0.01537111,"domain_scores_codex":[0.9979038,0.0001506079,0.0005539784,0.0005412786,0.0005039441,0.0003463404],"domain_scores_gemma":[0.9981757,0.00009275669,0.0008095525,0.0003765557,0.0003877331,0.0001576343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.005529579,0.002366795,0.07032852,0.001634198,0.0004038796,0.0005345398,0.9045203,0.0010132,0.001748468,0.00007693635,0.000324158,0.01151939],"study_design_scores_gemma":[0.009297629,0.0008965498,0.1866361,0.001558168,0.0004065195,0.00001791238,0.7974973,0.000291235,0.00245715,0.00002414013,0.0002604895,0.000656786],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922651,0.0000522125,0.00001228523,0.00009399746,0.0001845688,0.002165049,0.0001178365,0.00001826856,0.005090686],"genre_scores_gemma":[0.9981315,0.0000554387,0.0008064766,0.000007678597,0.00001264748,0.000001168197,0.0002283861,0.00002261779,0.0007341094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1163076,"threshold_uncertainty_score":0.9997674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0390854784692644,"score_gpt":0.2429543198749871,"score_spread":0.2038688414057227,"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."}}