{"id":"W2122908894","doi":"","title":"TAC Pavement ME User Group - Canadian Climate Trials","year":2013,"lang":"en","type":"article","venue":"2013 CONFERENCE AND EXHIBITION OF THE TRANSPORTATION ASSOCIATION OF CANADA - TRANSPORTATION: BETTER - FASTER - SAFER","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Rut; Transport engineering; Civil engineering; Asphalt; Asphalt concrete; Geography; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007079497,0.0002752744,0.0004902939,0.0001554434,0.0001517821,0.0000448659,0.000169049,0.0001632457,0.002011442],"category_scores_gemma":[0.00001410119,0.0002453671,0.0001339109,0.0002291984,0.00004464321,0.0007856279,0.000001865185,0.0001735325,0.00000978239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003019739,"about_ca_system_score_gemma":0.0003089957,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1985994,"about_ca_topic_score_gemma":0.9061857,"domain_scores_codex":[0.997008,0.0001193383,0.001379854,0.0002360605,0.0008523479,0.0004043847],"domain_scores_gemma":[0.9983965,0.00009775323,0.0006264233,0.0002256559,0.0004850534,0.0001686603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001171194,0.0002108882,0.7870522,0.001909893,0.001511534,0.000005337416,0.01181109,0.0289173,0.04804285,0.009866473,0.1011819,0.009373409],"study_design_scores_gemma":[0.001389032,0.00004834502,0.9801028,0.0001967041,0.0002348203,1.815541e-7,0.0005927311,0.002676346,0.009028951,0.0003356667,0.005028785,0.0003655915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899817,0.00005343333,0.001863699,0.004821993,0.0006117135,0.001064317,0.001098785,0.00004372807,0.0004606131],"genre_scores_gemma":[0.997267,0.0001372058,0.0003181275,0.0006729216,0.00005830023,0.0001439723,0.001055604,0.00003032587,0.0003165618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7075863,"threshold_uncertainty_score":0.9999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01445638972871184,"score_gpt":0.2085191365616711,"score_spread":0.1940627468329592,"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."}}