{"id":"W4414549897","doi":"10.1007/978-3-031-99443-2_3","title":"Extrinsic Self-Healing Technology for Asphalt Pavements","year":2025,"lang":"en","type":"book-chapter","venue":"RILEM state-of-the-art reports","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Asphalt; Road construction; Highway maintenance; Asphalt pavement; Life span","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005690451,0.0004486162,0.0006367387,0.0003419856,0.0001359366,0.0000129159,0.0003651493,0.0003584189,0.00007294842],"category_scores_gemma":[0.00006929673,0.0003697081,0.0003426602,0.0002117067,0.00009229394,0.0001083543,0.0002263167,0.0004046948,0.000008287991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003267927,"about_ca_system_score_gemma":0.0003136275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004012312,"about_ca_topic_score_gemma":0.0000285345,"domain_scores_codex":[0.9968988,0.00001417424,0.001607376,0.0004333695,0.0006389727,0.0004073545],"domain_scores_gemma":[0.9971983,0.0000797301,0.001124067,0.001225946,0.0003254771,0.00004646317],"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":[0.0001831175,0.0005795698,0.03109416,0.04064304,0.008995039,0.0002263759,0.002443908,0.1448139,0.01371111,0.05130164,0.1909693,0.5150389],"study_design_scores_gemma":[0.0009394872,0.000176099,0.0006169775,0.003107538,0.001028079,0.00006118621,0.00001866855,0.01189449,0.07802176,0.04412045,0.8589765,0.001038769],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1246705,0.01458519,0.06672624,0.001294179,0.06458189,0.04122043,0.001304515,0.004679461,0.6809376],"genre_scores_gemma":[0.465447,0.001620359,0.01029783,0.000184805,0.0005660697,0.001102107,0.0004236141,0.0006466414,0.5197116],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6680072,"threshold_uncertainty_score":0.9998755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009864560393454487,"score_gpt":0.2335327351614389,"score_spread":0.2236681747679844,"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."}}