{"id":"W4384912428","doi":"10.57041/pjs.v68i3.544","title":"GEOGRAPHIC INFORMATION SYSTEM (GIS) BASED HIGHWAY ASSET MANAGEMENT SYSTEM FOR MOTORWAYS: CASE STUDY OF MAJOR PAKISTAN’S MOTORWAYS","year":2023,"lang":"en","type":"article","venue":"Pakistan Journal of Science","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada","funders":"","keywords":"Asset management; Transport engineering; Geographic information system; Asset (computer security); Pace; Service (business); Computer science; Pavement management; Business; Engineering; Finance; Geography; Computer security","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":[0.0005516054,0.0002671981,0.000175423,0.0007698731,0.0003851044,0.0005922359,0.0004857398,0.000421466,0.001811369],"category_scores_gemma":[0.00138513,0.0001395666,0.0001982458,0.001365657,0.0002942776,0.0007511374,0.0004110473,0.0001976961,0.0002777374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001044894,"about_ca_system_score_gemma":0.000918502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04022081,"about_ca_topic_score_gemma":0.04444036,"domain_scores_codex":[0.9996754,0.0001077967,0.00003033014,0.00004584072,0.00008660532,0.00005396388],"domain_scores_gemma":[0.9992531,0.0003232378,0.0000831143,0.00008226673,0.0002041468,0.00005411162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00100762,0.001666185,0.5368862,0.0009785043,0.0001274812,0.01846472,0.009168755,0.1233095,0.02923807,0.006228593,0.01548684,0.2574376],"study_design_scores_gemma":[0.000216616,0.001577248,0.5163431,0.0001410244,0.0002554766,0.004871355,0.03368673,0.3510328,0.04644149,0.00201355,0.04328752,0.0001331506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928605,0.00006123115,0.00335713,0.0001597716,0.000004042536,0.0001246125,0.001220684,0.000152164,0.002059734],"genre_scores_gemma":[0.9911067,0.0001186307,0.006400914,0.0000128016,0.000002663565,0.00004222124,0.001341231,0.000008602326,0.0009661529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04022081,"threshold_uncertainty_score":0.0799734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026217256730266,"score_gpt":0.2532616473974161,"score_spread":0.2429994748301134,"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."}}