{"id":"W4289654363","doi":"10.1080/14680629.2022.2065749","title":"Editorial","year":2022,"lang":"en","type":"editorial","venue":"Road Materials and Pavement Design","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001641043,0.0004375922,0.0004805448,0.0001302274,0.0001829106,0.0002180268,0.0002432497,0.0004645228,0.00374748],"category_scores_gemma":[0.00005332871,0.0004555951,0.0000424161,0.00008121213,0.00002315867,0.0001965894,0.0001220989,0.0003444559,0.00008601364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002529786,"about_ca_system_score_gemma":0.0001074309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002876985,"about_ca_topic_score_gemma":0.000001257057,"domain_scores_codex":[0.9973131,0.0001711091,0.0005526257,0.0003773536,0.001183601,0.0004021565],"domain_scores_gemma":[0.9992429,0.0001465909,0.0001406683,0.0003158444,0.00007055521,0.00008343089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003155981,0.00001470298,4.43273e-7,0.0002843547,0.00008587047,0.000001766485,0.00008864667,0.001540345,0.01430363,0.000007810014,0.9830672,0.0005737352],"study_design_scores_gemma":[0.000675605,0.0002089605,0.000002672715,0.00005038311,0.0001004563,2.459004e-7,0.00001729958,0.0005358343,0.009814784,0.0000971625,0.988012,0.0004845615],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0004656186,0.0003936713,0.0009715609,0.000005385752,0.99649,0.0007716439,0.0003721359,0.0002910316,0.0002389338],"genre_scores_gemma":[0.0005418502,0.001911413,0.0003153562,0.00001114665,0.9945946,0.0005180162,0.001542139,0.0001184739,0.0004470512],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.004944896,"threshold_uncertainty_score":0.9997896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01557326342400964,"score_gpt":0.2425234661252056,"score_spread":0.2269502027011959,"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."}}