{"id":"W624357769","doi":"","title":"CITY IMPLEMENTS CONTINUOUS PROCESS IMPROVEMENT IN ROADWAYS SECTION","year":2003,"lang":"en","type":"article","venue":"THE APWA REPORTER","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Process (computing); Work (physics); Consistency (knowledge bases); Session (web analytics); Work zone; Engineering; Computer science; Operations management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002820837,0.0001063911,0.0001093303,0.00003524415,0.00004506127,0.00002274754,0.00006790852,0.00003855718,0.00005213403],"category_scores_gemma":[0.00001932322,0.00007434526,0.00002969004,0.00009758005,0.00001102029,0.00008024887,0.00001082063,0.000134239,0.000002854453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008643384,"about_ca_system_score_gemma":0.00001234398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004119228,"about_ca_topic_score_gemma":0.0000716166,"domain_scores_codex":[0.9992293,0.000009857546,0.0002634889,0.0001199207,0.0001182186,0.0002592723],"domain_scores_gemma":[0.9996775,0.000006114098,0.00005112841,0.0002117871,0.00003063754,0.00002288217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001031927,0.0001966524,0.5990235,0.0005080448,0.0005342129,0.0005211979,0.01602558,0.02795528,0.2279906,0.001274301,0.01968614,0.1061813],"study_design_scores_gemma":[0.002987192,0.0002687846,0.2030973,0.0001713773,0.00009216565,0.0005447723,0.004360742,0.002600438,0.6862984,0.01337156,0.08485384,0.001353381],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812172,0.00002219957,0.001282201,0.00001407767,0.001134667,0.0002436394,8.163526e-7,0.00008319706,0.01600199],"genre_scores_gemma":[0.9994067,0.000004765857,0.00005549095,0.00004592667,0.0001681694,0.00005778091,0.000001752805,0.00001650525,0.0002429424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4583078,"threshold_uncertainty_score":0.3031712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007750333143421461,"score_gpt":0.2319226453899051,"score_spread":0.2241723122464836,"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."}}