{"id":"W4312662634","doi":"10.31399/asm.cp.itsc2009p0456","title":"Predict Flexural Rigidity of Sandwich Structures Using Mechanical Properties of the Constituents","year":2009,"lang":"en","type":"article","venue":"Thermal spray","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Flexural rigidity; Materials science; Alloy; Composite material; Flexural strength; Rigidity (electromagnetism); Ultimate tensile strength; Coating; Flexural modulus; Elastic modulus; Core (optical fiber); Compression (physics); Modulus; Sandwich-structured composite; Structural 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":[],"consensus_categories":[],"category_scores_codex":[0.00004366012,0.0001074392,0.0001655235,0.00001979685,0.00004037045,0.00000754731,0.0002089489,0.00005632192,0.00005159505],"category_scores_gemma":[0.000006729148,0.00006526119,0.00007952804,0.00007023945,0.00008136428,0.00004541727,0.00002996905,0.0001139295,4.613738e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000147069,"about_ca_system_score_gemma":0.00001613397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002800616,"about_ca_topic_score_gemma":0.000004076182,"domain_scores_codex":[0.9994137,0.00003000018,0.0001825032,0.00007319931,0.0001701803,0.0001304554],"domain_scores_gemma":[0.9997099,0.000005797126,0.00004061145,0.0001934575,0.00002380304,0.00002640387],"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":[0.00002944093,0.000008176467,0.0003929895,0.00003009706,0.00003095388,5.262567e-7,0.0001009096,0.01255584,0.9853075,0.0006174123,0.000009860697,0.0009163604],"study_design_scores_gemma":[0.0001974269,0.00002478856,0.01527005,0.00004133999,0.00003263169,0.000008891626,0.00001352876,0.003790735,0.9801691,0.000341667,0.00002992773,0.00007995332],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978316,0.0004322793,0.0001706954,0.000008045512,0.0002444414,0.0001166624,0.000009787487,0.00004308882,0.001143409],"genre_scores_gemma":[0.9997121,0.000002895809,0.0001907454,0.00001338433,0.00006482779,4.274943e-7,8.735052e-7,0.000007936473,0.000006803388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01487706,"threshold_uncertainty_score":0.2661274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486475191920073,"score_gpt":0.2042666517567643,"score_spread":0.1894018998375635,"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."}}