{"id":"W4414530796","doi":"10.1111/dpr.70042","title":"Digital access and women's work in Pakistan: Constraints, use patterns, and policy directions","year":2025,"lang":"en","type":"article","venue":"Development Policy Review","topic":"ICT Impact and Policies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre; Lahore University of Management Sciences","keywords":"Work (physics); Digital divide; The Internet; Focus group; Socioeconomic status; Digital ecosystem; Digital media; Face (sociological concept); Field (mathematics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001095222,0.0001998269,0.0003168788,0.0003735143,0.00006084444,0.0002819966,0.000105836,0.000049303,0.00002430741],"category_scores_gemma":[0.00009859122,0.000187356,0.00002093847,0.0008451568,0.00006475436,0.0003508865,0.0001046126,0.0001144096,0.000007701797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002422263,"about_ca_system_score_gemma":0.0001737358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009579412,"about_ca_topic_score_gemma":0.00003247258,"domain_scores_codex":[0.9991037,0.0000187171,0.0003412515,0.00009491022,0.00006996965,0.0003714153],"domain_scores_gemma":[0.9996296,0.00008044053,0.00002700764,0.000130003,0.00001540578,0.0001175424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004602666,0.00002476774,0.09572983,0.004065902,0.000100582,0.000003686724,0.003119141,0.000005183977,0.000003894659,0.003598023,0.00342938,0.889915],"study_design_scores_gemma":[0.0001962312,0.000003678096,0.2955934,0.00334401,0.000007330143,0.00001027074,0.00007847729,0.000001604331,0.00002587218,0.0000698024,0.7004277,0.000241554],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9218435,0.04259028,0.0001646463,0.003968664,0.0001861658,0.0008976482,0.0001045086,0.0003404047,0.02990416],"genre_scores_gemma":[0.8244518,0.1695317,0.00008013187,0.00354938,0.00007316375,0.0001397788,0.00002395859,0.00002818753,0.002121845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8896735,"threshold_uncertainty_score":0.7640157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02052868341419661,"score_gpt":0.3250284381277885,"score_spread":0.3044997547135919,"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."}}