{"id":"W4403418807","doi":"10.1080/23311886.2024.2406638","title":"A policy and institutional analysis of urban transport system: the case of Pakistan’s Lahore in the context of COVID-19","year":2024,"lang":"en","type":"article","venue":"Cogent Social Sciences","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Context (archaeology); 2019-20 coronavirus outbreak; Political science; Economic growth; Development economics; Socioeconomics; Geography; Sociology; Economics; Virology; Medicine; Outbreak","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":[0.000949072,0.0002282434,0.0002270867,0.001557068,0.00667216,0.006179033,0.0009213774,0.001679418,0.00686341],"category_scores_gemma":[0.001606133,0.0002598513,0.0003566917,0.002580946,0.004265843,0.002806524,0.003175821,0.001647255,0.0003337293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02487193,"about_ca_system_score_gemma":0.0148805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2343469,"about_ca_topic_score_gemma":0.2350643,"domain_scores_codex":[0.9984749,0.0004293578,0.00004382377,0.00009384516,0.0001203604,0.0008377752],"domain_scores_gemma":[0.9983133,0.0005123576,0.0002953098,0.00006927509,0.000355764,0.0004540514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002754443,0.0007888253,0.2820205,0.0007449547,0.0001244062,0.04031726,0.1126637,0.02815232,0.001822083,0.4760852,0.01508957,0.04191566],"study_design_scores_gemma":[0.00003609666,0.0002516441,0.1714794,0.000517784,0.00008975684,0.001575059,0.7070931,0.01414499,0.0007222176,0.01797252,0.08600193,0.0001154496],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9417743,0.0005494124,0.001116728,0.008564812,0.00004571768,0.000120381,0.000409127,0.00001934289,0.04740018],"genre_scores_gemma":[0.997141,0.0003734601,0.0001987709,0.0001507237,0.000007110016,0.000023656,0.00006022059,0.000003141186,0.00204189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2343469,"threshold_uncertainty_score":0.4659656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05772716060808145,"score_gpt":0.3961561572338156,"score_spread":0.3384289966257341,"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."}}