{"id":"W629362891","doi":"","title":"Current State of the Pavement Warranty in the United States and Canada","year":2012,"lang":"en","type":"article","venue":"Transportation Research Board 91st Annual MeetingTransportation Research Board","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Warranty; State (computer science); Agency (philosophy); Business; Engineering; Transport engineering; Forensic engineering; Computer science; Political science; Sociology; Law","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":[0.004121504,0.0002439947,0.0002691498,0.0004988014,0.000394485,0.00005532611,0.000543542,0.00006871922,0.00001906128],"category_scores_gemma":[0.00009567557,0.0001723524,0.00007104036,0.001642048,0.0004409976,0.000324741,0.00001189335,0.001481088,0.000002192778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002300195,"about_ca_system_score_gemma":0.0003057779,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4419773,"about_ca_topic_score_gemma":0.7400103,"domain_scores_codex":[0.9944202,0.0006215008,0.0007630705,0.0002905607,0.002602885,0.001301798],"domain_scores_gemma":[0.9976882,0.0006825199,0.00008031115,0.0003834946,0.0009434683,0.0002220351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002438637,0.0001855838,0.8559696,0.001631887,0.0001104725,0.00003331617,0.06790909,0.04674707,0.002863273,0.001806137,0.007598891,0.01490083],"study_design_scores_gemma":[0.0005182939,0.00005584548,0.9614899,0.0002691588,0.00001292129,2.746892e-7,0.009986955,0.0005269113,0.004385885,0.0003941793,0.02215898,0.000200692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966521,0.0007853666,0.0001270512,0.0005572322,0.0004232705,0.001029948,0.0002913308,0.00003984524,0.00009379922],"genre_scores_gemma":[0.9975924,0.001725784,0.00009921887,0.00004061442,0.000117802,0.0001968766,0.0001574085,0.00004224072,0.00002768884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.298033,"threshold_uncertainty_score":0.7028325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02899077187911644,"score_gpt":0.3151970507454456,"score_spread":0.2862062788663292,"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."}}