{"id":"W595168423","doi":"","title":"TRENDS TO WATCH IN ROAD TECHNOLOGY","year":2002,"lang":"en","type":"article","venue":"Better roads","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agency (philosophy); Transport engineering; Integrated project delivery; Engineering management; Road construction; Engineering; Project management; Design–build; Construction management; Business; Civil engineering; Systems engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002561721,0.0002131634,0.0002469137,0.002631626,0.0006963995,0.004622207,0.0006005255,0.001770092,0.02311996],"category_scores_gemma":[0.006358065,0.0001387927,0.0003742167,0.006398429,0.0009462275,0.006822062,0.00121867,0.001783086,0.00352483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00262674,"about_ca_system_score_gemma":0.002556813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008812834,"about_ca_topic_score_gemma":0.01719834,"domain_scores_codex":[0.9980714,0.0003204136,0.0001208496,0.0002601947,0.0008684589,0.0003586757],"domain_scores_gemma":[0.9952617,0.001442715,0.0008899079,0.0002502617,0.001486595,0.0006687499],"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":[0.0002147874,0.0001542962,0.05468052,0.001875828,0.00004157899,0.0002712618,0.004434445,0.0005473261,0.002275462,0.1385058,0.1836022,0.6133965],"study_design_scores_gemma":[0.000008209922,0.0001288436,0.06344739,0.0004354705,0.00002391778,0.0002479888,0.00953465,0.0002756625,0.0006793956,0.006109869,0.9190826,0.00002606009],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1397726,0.1131757,0.006355428,0.2354889,0.006528301,0.0001284304,0.003805757,0.0009488232,0.4937961],"genre_scores_gemma":[0.6869673,0.1047042,0.007235973,0.0268367,0.003465443,0.0001513592,0.005051581,0.000362545,0.1652249],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02311996,"threshold_uncertainty_score":0.07734394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08779979907393803,"score_gpt":0.3510922880097886,"score_spread":0.2632924889358506,"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."}}