{"id":"W4405073591","doi":"10.3390/stats7040084","title":"Child Labor in Sindh, Pakistan: Patterns and Areas in Need of Intervention","year":2024,"lang":"en","type":"article","venue":"Stats","topic":"Poverty, Education, and Child Welfare","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"UNICEF","keywords":"Socioeconomic status; Poverty; Geospatial analysis; Intervention (counseling); Geography; Socioeconomics; Developing country; Child labour; Environmental health; Demography; Medicine; Economic growth; Population; Economics; Sociology; Cartography; Work (physics)","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":[0.0002453509,0.0000411617,0.0000681052,0.00009149145,0.00004150705,0.00003564038,0.00005439632,0.00003290197,0.0001004112],"category_scores_gemma":[0.00003051882,0.00004039381,0.00001775195,0.000283346,0.00004240062,0.0001309781,0.000008441412,0.00006471773,0.000002648525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005247999,"about_ca_system_score_gemma":0.00007214922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01768439,"about_ca_topic_score_gemma":0.09474088,"domain_scores_codex":[0.9994747,0.00006998816,0.0001358812,0.0001081201,0.0001013682,0.000109941],"domain_scores_gemma":[0.9998408,0.00003697093,0.000022173,0.0000496079,0.00002048621,0.000029992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001475924,0.0001633779,0.8258485,0.0001639876,0.00001044084,0.000008434375,0.09531595,0.000001671137,0.00001112759,0.02206084,0.0004765677,0.05592434],"study_design_scores_gemma":[0.0001789777,0.0000199792,0.9624652,0.0003546352,0.000003268849,3.257114e-7,0.01671621,0.00001661859,0.0000329601,0.004219571,0.01593224,0.00006003908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879633,0.001896681,0.00001186701,0.00212492,0.0002726596,0.00009281455,0.00005165038,0.00001447773,0.007571602],"genre_scores_gemma":[0.999149,0.0003944272,0.00001035265,0.00004502637,0.0000569763,0.000003866765,0.00001089286,0.000004052622,0.0003254329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1366167,"threshold_uncertainty_score":0.9888569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01113153202196338,"score_gpt":0.3184782303112151,"score_spread":0.3073466982892517,"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."}}