{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003247645,0.000179175,0.0001451512,0.0006656036,0.0009312609,0.0005001001,0.0003141147,0.0002365062,0.00148356],"category_scores_gemma":[0.0006927608,0.0001981192,0.0001158301,0.001361697,0.0006931297,0.0003383437,0.00064248,0.0003224433,0.0001215637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001024169,"about_ca_system_score_gemma":0.002644931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04477574,"about_ca_topic_score_gemma":0.08447612,"domain_scores_codex":[0.9996651,0.00008442737,0.00003137098,0.00003905288,0.00003967809,0.0001403433],"domain_scores_gemma":[0.9995779,0.00006751069,0.0002018633,0.00001496196,0.00004535654,0.00009229863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003119809,0.00006055017,0.9828725,0.00009436996,0.00001157218,0.0007311401,0.002367692,0.00008260796,0.0003569003,0.0002868742,0.0004423826,0.01266207],"study_design_scores_gemma":[0.000004984266,0.00007240204,0.9826987,0.00006225894,0.000006869411,0.0003851383,0.0153815,0.0001141816,0.000114896,0.00008371195,0.001069607,0.000005832045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982681,0.0002318516,0.00004914694,0.000352349,0.000004498248,0.00001660779,0.0002357832,0.000002263553,0.0008393678],"genre_scores_gemma":[0.9987979,0.0005602771,0.0001369251,0.00006966012,0.000005249976,0.0000129913,0.0001764139,8.089451e-7,0.0002396691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04477574,"threshold_uncertainty_score":0.08903027,"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."}}