{"id":"W4245177100","doi":"10.1177/0361198106195800106","title":"Correlating Chip Seal Performance and Construction Methods","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":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Seal (emblem); Traverse; Chip; Road construction; Transport engineering; Engineering; Forensic engineering; Operations management; Geography; Telecommunications; Archaeology; Cartography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005672795,0.0002169995,0.0003203519,0.0007782331,0.0005932971,0.0001135977,0.0004134202,0.0001651086,0.0001504788],"category_scores_gemma":[0.00006415002,0.0001778126,0.0001457443,0.001429028,0.0005036615,0.001021985,0.000004870511,0.00182793,0.00001217247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002452538,"about_ca_system_score_gemma":0.0001970013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009349193,"about_ca_topic_score_gemma":0.003951211,"domain_scores_codex":[0.9948741,0.0007248717,0.001221326,0.0002518611,0.002250802,0.0006770283],"domain_scores_gemma":[0.9972025,0.0006023979,0.0002604199,0.0002667147,0.001486394,0.0001815291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004011907,0.0000856585,0.8250996,0.0006660721,0.0001234956,0.00001698997,0.001623558,0.05801356,0.01720998,0.002980732,0.002903883,0.09087522],"study_design_scores_gemma":[0.001104024,0.0002694884,0.9618116,0.0002589526,0.00004350901,0.000001749748,0.0007960146,0.02257102,0.007351841,0.00161179,0.003993714,0.0001863017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881,0.0003507399,0.009085621,0.0004270973,0.0007258758,0.0006294911,0.00001395166,0.00006000988,0.0006072509],"genre_scores_gemma":[0.9761964,0.00109775,0.0221011,0.000009155689,0.000269019,0.00004469097,0.00001795015,0.00005125215,0.0002126617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1367119,"threshold_uncertainty_score":0.7941546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06828253481030733,"score_gpt":0.3864759070178173,"score_spread":0.3181933722075099,"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."}}