{"id":"W6998871940","doi":"","title":"Bumpy Roads Ahead: America's Roughest Rides and Strategies to Make our Roads Smoother","year":2013,"lang":"en","type":"report","venue":"Issue Lab (Candid)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Highway system; State highway; Smoothness; Quarter (Canadian coin); International Roughness Index; Road surface; Urban area","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":[0.001157765,0.0004563266,0.0003775834,0.0008853105,0.008353092,0.008018026,0.001216451,0.00260733,0.02003212],"category_scores_gemma":[0.003128469,0.0003014768,0.0003964051,0.001100528,0.002419174,0.007199832,0.004064685,0.004669092,0.005847926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002085352,"about_ca_system_score_gemma":0.006422547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04224849,"about_ca_topic_score_gemma":0.1404812,"domain_scores_codex":[0.9992058,0.0001851394,0.00002403391,0.0001032078,0.0001863357,0.0002955597],"domain_scores_gemma":[0.9988126,0.00006822113,0.00007273274,0.00006158331,0.0003358878,0.0006489916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000027461,0.0001306022,0.0092058,0.0002662712,0.00002165888,0.0002741344,0.01716821,0.0001479026,0.0005383937,0.01198255,0.7529386,0.2072984],"study_design_scores_gemma":[0.00001258473,0.00008402245,0.02219817,0.0004566517,0.00003276389,0.0002189048,0.09128071,0.0002190069,0.0001743957,0.006642257,0.8786304,0.00005018224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1127058,0.02615616,0.004173032,0.563973,0.01019232,0.0002385682,0.00116928,0.001303673,0.2800882],"genre_scores_gemma":[0.5864628,0.04823409,0.0151436,0.08495767,0.002459832,0.000301818,0.001933306,0.0006698138,0.2598369],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04224849,"threshold_uncertainty_score":0.08400518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03042099066681099,"score_gpt":0.3290860818322569,"score_spread":0.2986650911654459,"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."}}