{"id":"W1557263469","doi":"10.2139/ssrn.2258903","title":"Household Solid Waste Generation in Urban Pakistan: A Case Study of Rawalpindi","year":2013,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Toronto Metropolitan University","funders":"","keywords":"Municipal solid waste; Waste management; Environmental health; Socioeconomics; Business; Medicine; Economics; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0007679386,0.0001247505,0.0002510806,0.0001754903,0.00007940327,0.00001838973,0.00006654872,0.00004940556,0.00003723733],"category_scores_gemma":[0.0000071798,0.0001053341,0.00005272022,0.0001509221,0.00001567421,0.0001191354,0.00003414181,0.0008485172,0.00001305345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009876392,"about_ca_system_score_gemma":0.0002951941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002946326,"about_ca_topic_score_gemma":0.005802264,"domain_scores_codex":[0.9979382,0.000099782,0.000488991,0.0001693278,0.0002783948,0.001025358],"domain_scores_gemma":[0.9995263,0.000008828889,0.0001343454,0.000198569,0.00002174618,0.000110177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007447554,0.01513731,0.4913327,0.0004706047,0.002269546,0.01145432,0.03339231,0.008060208,0.0160607,0.004090138,0.005670454,0.4113169],"study_design_scores_gemma":[0.03130344,0.03308694,0.0488601,0.0002929398,0.0006895018,0.04377003,0.8231627,0.009902163,0.002173304,0.004061109,0.001470308,0.001227444],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978999,0.000596765,0.0001226578,0.000426876,0.00006033473,0.00070955,5.803626e-7,0.000007738452,0.0001756079],"genre_scores_gemma":[0.9982236,0.0005624878,0.0000247543,0.0001593427,0.0002395471,0.00002468207,0.000003638526,0.00002282024,0.0007391085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7897704,"threshold_uncertainty_score":0.4453983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02424571341561979,"score_gpt":0.2928091423669774,"score_spread":0.2685634289513576,"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."}}