{"id":"W1047798284","doi":"10.33593/iccp.v10i1.397","title":"Life Cycle Assessment for Concrete and Asphalt Pavement at the Network Scale","year":2025,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Concrete Pavements","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asphalt pavement; Asphalt; Life-cycle assessment; Environmental science; Scale (ratio); Civil engineering; Engineering; Materials science; Composite material; Geography","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":[0.001363899,0.0005569256,0.0003412941,0.001551817,0.0003383546,0.0006530331,0.0006161674,0.000359339,0.001886557],"category_scores_gemma":[0.001508365,0.0001908334,0.0008513526,0.00129827,0.0002609561,0.0006991782,0.0003639528,0.0003137537,0.0002375565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004927867,"about_ca_system_score_gemma":0.001988822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1123024,"about_ca_topic_score_gemma":0.165582,"domain_scores_codex":[0.9994097,0.0001440716,0.00001704029,0.00006716415,0.0002842148,0.0000777949],"domain_scores_gemma":[0.9992676,0.0002280476,0.00007053962,0.00006773102,0.0003359351,0.00003010893],"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":[0.0003450354,0.0002138583,0.04636649,0.0002941906,0.0002136434,0.0001742051,0.0000932027,0.8579648,0.03748683,0.002136569,0.0004268858,0.05428439],"study_design_scores_gemma":[0.00003144625,0.001950979,0.1276606,0.00003971325,0.0002902823,0.0001329864,0.0002975247,0.7991365,0.05866336,0.003763916,0.007969062,0.00006351747],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657984,0.000942533,0.02340721,0.00004996962,0.000009913721,0.0002635961,0.002954768,0.00009491923,0.006478716],"genre_scores_gemma":[0.98514,0.0004913327,0.009936129,0.00001075442,0.000002359406,0.0001579325,0.00204153,0.00001833524,0.002201708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1123024,"threshold_uncertainty_score":0.2232975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02416414580424053,"score_gpt":0.2927390963612281,"score_spread":0.2685749505569875,"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."}}