{"id":"W4230428912","doi":"10.23977/jemm","title":"Journal of Engineering Mechanics and Machinery","year":2017,"lang":"en","type":"paratext","venue":"Journal of Engineering Mechanics and Machinery","topic":"Mechanical Engineering and Vibrations Research","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Applied mechanics; Engineering; Mechanical engineering; Computer science","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001689337,0.0008398715,0.001687421,0.00137095,0.000129563,0.0003800032,0.0008644012,0.0007279922,0.0001061997],"category_scores_gemma":[0.0007756694,0.0007551342,0.0004409564,0.0002515728,0.0000132765,0.0005033663,0.0002544917,0.003101496,0.0000140169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001641078,"about_ca_system_score_gemma":0.0001802003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007517538,"about_ca_topic_score_gemma":0.000001430266,"domain_scores_codex":[0.9964634,0.00004776488,0.001663887,0.0003074305,0.000829438,0.0006881268],"domain_scores_gemma":[0.9972476,0.0003303573,0.0007363212,0.0005538473,0.0004302489,0.0007015978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007438766,0.00008064865,0.000001080292,0.003236408,0.001398087,0.0003059048,0.000148194,0.9238944,0.03324603,0.007992446,0.02126806,0.008354348],"study_design_scores_gemma":[0.001061048,0.0004710758,0.000006342389,0.001640688,0.0002678886,0.001759858,0.00001872098,0.9288653,0.001084503,0.0003446891,0.06368173,0.0007982121],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004319177,0.03779339,0.945658,0.000126442,0.01114355,0.0002825128,0.0001469879,0.00009571798,0.0004342096],"genre_scores_gemma":[0.7811937,0.1331414,0.06818759,0.00009810791,0.01087325,0.00003900595,0.0001026478,0.001580055,0.004784284],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8774704,"threshold_uncertainty_score":0.99949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01443961010899478,"score_gpt":0.2525381086710173,"score_spread":0.2380984985620225,"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."}}