{"id":"W2912539839","doi":"","title":"A Review of Distress and Roughness Performance Models in Nova Scotia's Pavement Management System","year":2017,"lang":"en","type":"review","venue":"","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Nova scotia; Nova (rocket); Environmental science; Engineering; Geology; Aeronautics","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":[0.003118229,0.001767061,0.002088267,0.006453191,0.0004257997,0.002475357,0.002384929,0.001257835,0.001759194],"category_scores_gemma":[0.007934127,0.0006762416,0.001976403,0.007868434,0.00062326,0.001663668,0.0008006068,0.001125054,0.0004605862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003534941,"about_ca_system_score_gemma":0.008762415,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1308959,"about_ca_topic_score_gemma":0.1733752,"domain_scores_codex":[0.9988469,0.0001780596,0.0002209924,0.0002127395,0.00047631,0.00006495586],"domain_scores_gemma":[0.9928933,0.004063033,0.0009674922,0.0001731754,0.001760472,0.0001424953],"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":[0.00009468359,0.0001470045,0.009834097,0.05716903,0.0006854999,0.0001683731,0.0002553114,0.008004303,0.0007926202,0.004851424,0.01773886,0.9002588],"study_design_scores_gemma":[0.00003249191,0.0006124661,0.06006715,0.0780419,0.004687435,0.001025693,0.001179038,0.01362624,0.002235069,0.005035521,0.8330847,0.0003724007],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001384332,0.9957358,0.0008895086,0.0003394054,0.0001927949,0.00001758443,0.0003546271,0.00001600981,0.001070013],"genre_scores_gemma":[0.01047038,0.9867279,0.00151921,0.0001870929,0.0001300116,0.00001647009,0.0003608736,0.000007261425,0.0005808187],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8691041,"threshold_uncertainty_score":0.2602679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04020614224021102,"score_gpt":0.2912360856024374,"score_spread":0.2510299433622263,"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."}}