{"id":"W4388015332","doi":"10.2139/ssrn.4588846","title":"Development of an Oil Exudation Test for Asphalt Binder","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Asphalt; Test (biology); Petroleum engineering; Geotechnical engineering; Forensic engineering; Environmental science; Materials science; Composite material; Engineering; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00189332,0.001234725,0.0008909689,0.001864858,0.0005808824,0.000925388,0.001853659,0.001373656,0.0012846],"category_scores_gemma":[0.002875928,0.0004015285,0.0006321595,0.0007879888,0.0005172424,0.001312206,0.001172378,0.0008381088,0.0009279883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005570127,"about_ca_system_score_gemma":0.001406098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002272644,"about_ca_topic_score_gemma":0.003727305,"domain_scores_codex":[0.9953914,0.0005676976,0.0002954688,0.0004904293,0.00297819,0.0002768369],"domain_scores_gemma":[0.9965923,0.0005814742,0.0002898265,0.0002085787,0.002055004,0.0002726279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002623615,0.0003918308,0.003453444,0.0001389212,0.00002160038,0.00007650694,0.00006124988,0.0005686771,0.9722563,0.0001747494,0.000132648,0.02246175],"study_design_scores_gemma":[0.00002551395,0.001816876,0.004644504,0.000009338635,0.00004456464,0.0001968372,0.00006848043,0.005418974,0.9858918,0.00008198536,0.001777776,0.00002341253],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6284105,0.001525779,0.3596708,0.0002319603,0.0003341199,0.001900524,0.0007790831,0.001632003,0.005515167],"genre_scores_gemma":[0.859699,0.000662435,0.1320101,0.000143002,0.00003934779,0.0005134842,0.0007596991,0.0001143369,0.006058644],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002272644,"threshold_uncertainty_score":0.01001298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02050587816810336,"score_gpt":0.2730891575602878,"score_spread":0.2525832793921844,"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."}}