{"id":"W4403726876","doi":"10.1016/j.mtcomm.2024.110788","title":"Crashworthiness analysis of splitting-expanding structures made from magnesium alloy","year":2024,"lang":"en","type":"article","venue":"Materials Today Communications","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministry of Education and Child Care","funders":"Natural Science Foundation of Hunan Province","keywords":"Materials science; Crashworthiness; Magnesium; Magnesium alloy; Alloy; Metallurgy; Structural engineering; Finite element method; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001246752,0.0001657332,0.000340884,0.0002901943,0.00009467483,0.0001804215,0.0006734,0.00008396815,0.001405912],"category_scores_gemma":[0.00001100295,0.0001563524,0.000127236,0.0005771849,0.00006491075,0.0000936763,0.0002020178,0.0001157914,0.00001162122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003015046,"about_ca_system_score_gemma":0.00001172967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004104692,"about_ca_topic_score_gemma":0.00009647234,"domain_scores_codex":[0.9990682,0.00007506202,0.0004192439,0.000161434,0.0001243468,0.0001517224],"domain_scores_gemma":[0.9985064,0.0001531379,0.00004304128,0.001225727,0.00003129814,0.00004038941],"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":[0.000003842194,0.000008382603,0.0005610432,0.0001254458,0.0007071033,0.000001980693,0.0008024666,0.006022148,0.987212,0.003626155,0.00009067102,0.0008387434],"study_design_scores_gemma":[0.0001961658,0.00001633696,0.07057339,0.0001087746,0.002871251,0.000004879107,0.0002415908,0.04650657,0.8630973,0.007990727,0.007759181,0.0006338292],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911779,0.003916333,0.001601298,0.0001270533,0.0006217055,0.0001058469,0.0005014217,0.000396928,0.001551549],"genre_scores_gemma":[0.9960665,0.0002529118,0.002541283,0.00001377009,0.00008150497,0.00001758352,0.0009226314,0.00003449193,0.00006939974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1241147,"threshold_uncertainty_score":0.999507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149464625699496,"score_gpt":0.2541008858047544,"score_spread":0.2426062395477595,"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."}}