{"id":"W70531377","doi":"","title":"Density Measurement Methods for Acceptance of Bituminous Mixtures: Survey of Practice","year":2010,"lang":"en","type":"article","venue":"Transportation Research Board 89th Annual MeetingTransportation Research Board","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asphalt; Forensic engineering; Materials science; Engineering; Composite material","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.04240711,0.0003969055,0.0007238376,0.001213897,0.0004425919,0.00006044283,0.0007996695,0.0004054977,0.0001771539],"category_scores_gemma":[0.005390773,0.0004224601,0.0002195068,0.002452488,0.0007362303,0.001107311,0.00001298697,0.001752846,0.00001637942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001924858,"about_ca_system_score_gemma":0.0008037229,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005966373,"about_ca_topic_score_gemma":0.02588718,"domain_scores_codex":[0.9890301,0.001687065,0.001965095,0.0007820875,0.005068286,0.00146735],"domain_scores_gemma":[0.9748955,0.003962534,0.0003912995,0.0007829897,0.0195641,0.0004035325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004179406,0.001118855,0.09384254,0.005006964,0.0007194431,0.00001687827,0.01929424,0.01880698,0.7899414,0.003748096,0.005291528,0.0580337],"study_design_scores_gemma":[0.001950046,0.0007473961,0.6768041,0.0002224374,0.00009288678,3.548276e-7,0.002508883,0.006137532,0.3056716,0.0005163146,0.004885469,0.0004630054],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.903909,0.0004692085,0.08959685,0.0002499414,0.0005925667,0.003602884,0.0006535717,0.0001941136,0.0007318319],"genre_scores_gemma":[0.9280035,0.0003596098,0.07026853,0.00001683725,0.0001074611,0.000601729,0.000471867,0.0001073596,0.00006305944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5829616,"threshold_uncertainty_score":0.9998227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1199767863143952,"score_gpt":0.453001309699233,"score_spread":0.3330245233848378,"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."}}