{"id":"W3001302575","doi":"10.1007/978-981-13-8468-4","title":"Advances in Engineering Design and Simulation","year":2019,"lang":"en","type":"book","venue":"Lecture notes on multidisciplinary industrial engineering","topic":"Soil, Finite Element Methods","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sheridan College","funders":"","keywords":"Computer science; Systems engineering; Engineering","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","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0005302903,0.001078296,0.0009954192,0.001029578,0.00005085533,0.00007928736,0.0002990489,0.001436261,0.00003010876],"category_scores_gemma":[0.0006381028,0.001147172,0.0001459156,0.0003869443,0.00002351254,0.0003274903,0.0001215661,0.002446985,0.00003332697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007304985,"about_ca_system_score_gemma":0.00009414076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000014895,"about_ca_topic_score_gemma":0.000002325812,"domain_scores_codex":[0.9973,0.00006078667,0.0007527005,0.0007217322,0.0004292098,0.000735576],"domain_scores_gemma":[0.9956412,0.003527703,0.0001190511,0.0005114356,0.00003463261,0.0001660151],"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":[0.00006312415,0.0000132877,0.00007288019,0.00040917,0.00005449383,0.00003282427,0.000176601,0.9773753,0.0004018105,0.00004612695,0.00003626018,0.02131817],"study_design_scores_gemma":[0.001381876,0.000205476,0.00005198578,0.001540625,0.0000545065,0.000006092694,0.000002916941,0.9855461,0.0008250538,0.0001425184,0.009121535,0.001121338],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004603992,0.008041121,0.9704749,0.00006506472,0.006441131,0.003740974,0.00007909289,0.002016713,0.00453699],"genre_scores_gemma":[0.7883068,0.006025666,0.1718141,0.0001066736,0.01726921,0.001084229,0.001539798,0.005003445,0.008850092],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7986608,"threshold_uncertainty_score":0.9998601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03571604398103346,"score_gpt":0.2797697076600169,"score_spread":0.2440536636789835,"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."}}