{"id":"W7083427728","doi":"10.1007/978-3-031-99443-2_4","title":"Experimental Characterization of Self-Healing of Asphalt Materials","year":2025,"lang":"en","type":"book-chapter","venue":"RILEM state-of-the-art reports","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Asphalt; Adhesive; Characterization (materials science); Materials testing; Material properties; Fracture (geology); Self-healing","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":[],"consensus_categories":[],"category_scores_codex":[0.000454916,0.0002525213,0.00062188,0.0000711842,0.00006756082,0.00001496834,0.0005580967,0.0001743764,0.000114087],"category_scores_gemma":[0.0000805628,0.0001932683,0.000222962,0.0001068221,0.0001309405,0.000102962,0.0006558176,0.0001255438,8.337523e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003426534,"about_ca_system_score_gemma":0.000300866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002267885,"about_ca_topic_score_gemma":9.706509e-7,"domain_scores_codex":[0.9974552,0.00004947125,0.001441097,0.0004174653,0.0004520907,0.0001846588],"domain_scores_gemma":[0.9953628,0.00006476475,0.003049608,0.001146318,0.000341458,0.00003508411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002124656,0.0001278901,0.0004790338,0.002372411,0.0001748555,0.00004649773,0.001189502,0.00008148705,0.9782283,0.01511902,0.0007003374,0.001459472],"study_design_scores_gemma":[0.00006872264,0.00003592799,0.0004110211,0.0008519607,0.00003777068,0.00005429551,0.00000381388,0.00005695497,0.9717714,0.004614491,0.02193729,0.0001563414],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4711328,0.001132967,0.0201495,0.001884696,0.02287284,0.005247958,0.0007636285,0.0004159308,0.4763997],"genre_scores_gemma":[0.9221941,0.00003640692,0.001642875,0.00003662451,0.00005591643,0.00001630395,0.00005787754,0.0000121247,0.07594772],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4510614,"threshold_uncertainty_score":0.7881254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0094098721951872,"score_gpt":0.2193449706294328,"score_spread":0.2099350984342456,"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."}}