{"id":"W85142157","doi":"","title":"Rehabilitation Design Methodology for Haul Roads Associated with a Wind Farm Development in Southwestern Ontario","year":2012,"lang":"en","type":"article","venue":"2012 CONFERENCE AND EXHIBITION OF THE TRANSPORTATION ASSOCIATION OF CANADA - TRANSPORTATION: INNOVATIONS AND OPPORTUNITIES","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Deflection (physics); Engineering; Driver rehabilitation; Baseline (sea); Rehabilitation; Civil engineering; Geology","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":[0.0006121892,0.0001518059,0.0002638452,0.0001455902,0.0001118892,0.00001153681,0.00005009362,0.0001084825,0.00002581938],"category_scores_gemma":[0.00003697722,0.0001346843,0.00002751042,0.0001898136,0.00005960878,0.0003430265,9.578432e-7,0.0001153949,2.149275e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002214295,"about_ca_system_score_gemma":0.000579945,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01315181,"about_ca_topic_score_gemma":0.7682765,"domain_scores_codex":[0.998742,0.00005043954,0.0006270281,0.0001069362,0.0002542679,0.0002193345],"domain_scores_gemma":[0.9987404,0.0002675783,0.0003554538,0.00007254144,0.0005176032,0.00004638184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002102606,0.0001166331,0.8505284,0.0006134787,0.0003914217,0.000001234587,0.05680522,0.01316342,0.002458599,0.06793711,0.0005800702,0.007194213],"study_design_scores_gemma":[0.0008746632,0.00005326843,0.9906779,0.0001989018,0.00007254764,3.638424e-7,0.00325392,0.0001137338,0.001994809,0.0006609168,0.001912805,0.0001861606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754277,0.00005129669,0.02316377,0.000408722,0.0002124268,0.0004139397,0.0001883232,0.00001867615,0.0001150711],"genre_scores_gemma":[0.9945524,0.00001910177,0.004621597,0.00005699814,0.0000170592,0.00006408598,0.0003566837,0.0000139371,0.0002981217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7551247,"threshold_uncertainty_score":0.9934197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05018112776762328,"score_gpt":0.2234147773648365,"score_spread":0.1732336495972133,"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."}}