{"id":"W3087624682","doi":"10.1016/j.oneear.2020.08.018","title":"Transforming Cities Globally: Essential Public and Environmental Health Services Provided by Informal Sector Workers","year":2020,"lang":"en","type":"article","venue":"One Earth","topic":"Municipal Solid Waste Management","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Informal sector; Public sector; Business; Public health; Developing country; Economic growth; Environmental health; Environmental planning; Geography; Political science; Medicine; Economics; Nursing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001455397,0.0001726224,0.0001797959,0.00001723667,0.0001974179,0.0001456592,0.0002548776,0.00004105006,0.001652514],"category_scores_gemma":[0.000002012565,0.0001754985,0.00003787969,0.0001312367,0.0001247011,0.0006505048,0.0003282827,0.0001217852,0.0001354703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005815062,"about_ca_system_score_gemma":0.00001241054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008627938,"about_ca_topic_score_gemma":0.0006583705,"domain_scores_codex":[0.9985249,0.00004314127,0.0002459843,0.0003032239,0.0004370649,0.0004456593],"domain_scores_gemma":[0.9994166,0.000008918731,0.00008969077,0.0001464366,9.269319e-7,0.0003374018],"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":[0.001050392,0.001474345,0.4893741,0.002869012,0.000862373,0.00006025247,0.1127489,0.01926766,0.02244072,0.002389379,0.02416671,0.3232962],"study_design_scores_gemma":[0.005526497,0.001712269,0.06792054,0.0001847659,0.00009451241,0.00001714019,0.03049858,0.08749761,0.004236583,0.00009303338,0.8002716,0.001946809],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875213,0.0001935075,0.0004838435,0.004228794,0.00004709201,0.0005964805,0.00006100352,0.00006935307,0.006798629],"genre_scores_gemma":[0.9960576,0.00009242225,0.000348329,0.002968699,0.00004592888,0.00001453159,0.00007052146,0.00001569699,0.0003862646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7761049,"threshold_uncertainty_score":0.9992601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01011610504409308,"score_gpt":0.198821198209421,"score_spread":0.188705093165328,"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."}}