{"id":"W4402477201","doi":"10.11159/icceia24.122","title":"Experimental Modelling of Washboard Phenomenon in UnpavedRoads","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on New Technologies","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phenomenon; Computer science; Geology; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006535769,0.0001603495,0.0002117272,0.0003809943,0.00001992918,0.0000305945,0.0004557006,0.00007631408,0.000004553046],"category_scores_gemma":[0.00001536111,0.0001165847,0.00006489105,0.0005628978,0.0001039415,0.0001399838,0.00012539,0.0003019078,0.00000167414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009845958,"about_ca_system_score_gemma":0.00001101778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009127529,"about_ca_topic_score_gemma":0.000002320272,"domain_scores_codex":[0.9992175,8.115264e-7,0.0002451874,0.000163537,0.0001535963,0.0002193604],"domain_scores_gemma":[0.9997787,0.00002203583,0.00004582017,0.0001193987,0.00002179125,0.00001221974],"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":[0.00008540125,0.00005138478,0.002320027,0.001022629,0.0001618936,0.000005789481,0.001574393,0.08632111,0.7251014,0.1232329,0.00861509,0.0515081],"study_design_scores_gemma":[0.0001316544,0.00002938998,0.00002287254,0.0009746507,0.000007352443,0.000001401877,0.001108827,0.01689218,0.9721336,0.006569015,0.002007069,0.0001220172],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802203,0.002600204,0.00006675226,0.0003045644,0.001405136,0.0002234644,0.000002372828,0.0009993876,0.01417779],"genre_scores_gemma":[0.9976085,0.00006592336,0.001297617,0.000003562519,0.00004031966,0.00001942825,1.262093e-7,0.00002668643,0.0009378799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2470322,"threshold_uncertainty_score":0.4754184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394552338592478,"score_gpt":0.2259467764087841,"score_spread":0.2120012530228594,"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."}}