{"id":"W4398782866","doi":"10.3390/ma17112524","title":"Plastically Deformed Tubes Subjected to Mechanical Expansion Processes","year":2024,"lang":"en","type":"article","venue":"Materials","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001444745,0.0001237215,0.0001649239,0.0001130241,0.00002193707,0.0001409081,0.00009399886,0.00007784009,0.0005488924],"category_scores_gemma":[0.0002360127,0.000100582,0.00001824655,0.0002170046,0.000006904337,0.0001852404,0.00003292036,0.0000396155,0.0003999055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004268638,"about_ca_system_score_gemma":0.00002215346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004248617,"about_ca_topic_score_gemma":0.000002568098,"domain_scores_codex":[0.9992732,0.00001314691,0.000252326,0.0001461076,0.0001387355,0.0001764868],"domain_scores_gemma":[0.9996893,0.00008628874,0.000004372544,0.0001165017,0.00003895631,0.00006461688],"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":[0.0000111583,0.000004319827,0.000001004793,0.0004955447,0.00001046468,0.000006021309,0.00006494399,0.00007221397,0.9943527,0.003454847,0.0005730416,0.0009537138],"study_design_scores_gemma":[0.00003541494,0.00004258319,0.00003788861,0.0001737474,0.00000958921,0.000006471595,0.000005082507,0.0004661929,0.993107,0.00228147,0.003703122,0.0001314077],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839009,0.00004855706,0.01201946,0.00003664438,0.0008208086,0.0002252809,0.00003013962,0.002606683,0.0003115361],"genre_scores_gemma":[0.9958404,0.00001114753,0.003781374,0.00003556999,0.0001180988,0.00007175705,0.00002024883,0.00004405049,0.00007738548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01193948,"threshold_uncertainty_score":0.6009987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028873463647278,"score_gpt":0.2452230641087783,"score_spread":0.2349343294723055,"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."}}