{"id":"W2803007782","doi":"10.1007/s11661-018-4623-2","title":"A Finite Element Model to Predict the Effect of Porosity on Elastic Modulus in Low-Porosity Materials","year":2018,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Porosity; Materials science; SPHERES; Microscale chemistry; Elastic modulus; Finite element method; Bulk modulus; Modulus; Composite material; Thermodynamics; Mathematics; Physics","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":[0.0002787755,0.0003724115,0.0004649542,0.0004199421,0.0003131545,0.0004894961,0.0009369097,0.001311181,0.001419486],"category_scores_gemma":[0.001226878,0.000443063,0.0004514389,0.0003907543,0.0005045549,0.0006252266,0.0003280766,0.0005587083,0.0003195273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003862522,"about_ca_system_score_gemma":0.0005806542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004083661,"about_ca_topic_score_gemma":0.003640785,"domain_scores_codex":[0.9999146,0.00001601269,0.000006554319,0.00001182556,0.00004021794,0.00001076614],"domain_scores_gemma":[0.9995703,0.0002714446,0.00004078071,0.00002796702,0.00006925919,0.00002024683],"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":[0.00002995255,0.00005216037,0.000525316,0.0000301639,0.000007171267,0.00004992065,0.00002201757,0.9863999,0.007007234,0.001308342,0.0001624506,0.004405361],"study_design_scores_gemma":[0.000003884811,0.00001064203,0.000137266,0.000003242156,0.000002592481,0.000008581938,0.000003157486,0.99844,0.001086961,0.0001650045,0.0001360971,0.00000254769],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4402149,0.0008179563,0.543298,0.0004499665,0.0001492414,0.0001317956,0.0004313697,0.001023563,0.01348325],"genre_scores_gemma":[0.9566287,0.0002923991,0.0375087,0.00005496584,0.00001674484,0.0001038078,0.0001685899,0.00009979364,0.005126378],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004083661,"threshold_uncertainty_score":0.008119762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006374065036879081,"score_gpt":0.1982694338337594,"score_spread":0.1918953687968803,"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."}}