{"id":"W1508757240","doi":"10.1177/0361198106194900107","title":"Validation of Material-Level Performance Models","year":2006,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint-Gobain (Canada)","funders":"","keywords":"Rut; Fatigue cracking; Structural engineering; Asphalt; Service life; Engineering; Cracking; Asphalt concrete; Geotechnical engineering; Reliability engineering; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003075046,0.001318166,0.0006275008,0.001365061,0.0003875016,0.001027594,0.003408865,0.001702902,0.003555679],"category_scores_gemma":[0.007222561,0.0004370904,0.000893624,0.0009059203,0.0004614303,0.001347753,0.0006840325,0.0008145432,0.002095322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001706012,"about_ca_system_score_gemma":0.001253637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006498226,"about_ca_topic_score_gemma":0.003911945,"domain_scores_codex":[0.9979119,0.0003822247,0.0001473314,0.0004073307,0.0009812649,0.0001700292],"domain_scores_gemma":[0.9959149,0.00131103,0.0003114958,0.00113609,0.00125723,0.00006914643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001285214,0.0004042218,0.007484508,0.0001175785,0.0000419471,0.00005794875,0.00004088718,0.9525632,0.01560184,0.00103125,0.000697255,0.02183079],"study_design_scores_gemma":[0.00003788671,0.0004139602,0.007802154,0.00002212854,0.00002360248,0.00003752858,0.00002622242,0.9687924,0.02048983,0.0005358135,0.001788057,0.00003040612],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8015594,0.0002031479,0.1748639,0.0001876961,0.00007956492,0.0004928621,0.007163541,0.003129737,0.01232008],"genre_scores_gemma":[0.9725744,0.0001105975,0.02233856,0.00002793701,0.000009586685,0.0003760988,0.003223011,0.0001232407,0.001216388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006498226,"threshold_uncertainty_score":0.01626259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.118233418579709,"score_gpt":0.3508616082659882,"score_spread":0.2326281896862792,"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."}}