{"id":"W7108322544","doi":"10.24433/co.6019618.v1","title":"Prevalence of plastic waste as a household fuel in low-income communities of the Global South (Stata Codes)","year":2025,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Plastic waste; Plastic bag; Global South; Household waste; Municipal solid waste; Developing country; Urban waste; Waste disposal","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004083743,0.0005734207,0.0009497792,0.000426661,0.00004635227,0.00002878224,0.002652185,0.000353035,0.0003980691],"category_scores_gemma":[0.0003620601,0.0004784818,0.0002642015,0.0008707356,0.001059534,0.00005578969,0.001148682,0.0005997935,0.0001287437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002751623,"about_ca_system_score_gemma":0.000683373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001791755,"about_ca_topic_score_gemma":0.004958436,"domain_scores_codex":[0.9970841,0.0005502389,0.000748405,0.0003817127,0.0007527135,0.0004828388],"domain_scores_gemma":[0.996159,0.0003616476,0.001010296,0.002284455,0.0001025207,0.00008215105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007153874,0.0008420959,0.8469992,0.03524526,0.0008660075,0.00003197258,0.005316305,0.003030108,0.00003806887,0.009405672,0.0974739,0.00003605107],"study_design_scores_gemma":[0.02951467,0.001662005,0.4663237,0.3885385,0.007094353,0.00009461295,0.03851059,0.007682042,0.001534331,0.01445718,0.03485922,0.009728745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3086858,0.005385339,0.00007754373,0.00002491306,0.001087596,0.002273248,0.1483592,0.0006066712,0.5334997],"genre_scores_gemma":[0.9091699,0.0001709803,0.00006538769,0.00003163937,0.00004381113,0.000007806361,0.00006069937,0.0005425175,0.08990728],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6004841,"threshold_uncertainty_score":0.9997667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01993901519421537,"score_gpt":0.2513338423489188,"score_spread":0.2313948271547034,"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."}}