{"id":"W4402417898","doi":"10.24840/978-972-752-354-2","title":"Proceedings of the 11th International Conference on Mechanics and Materials in Design (M2D2026)","year":2017,"lang":"en","type":"book","venue":"FEUP eBooks","topic":"Material Properties and Applications","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Lembaga Pengelola Dana Pendidikan","keywords":"Engineering ethics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000363818,0.0001869599,0.0002900316,0.00004691662,0.0001151631,0.0002457862,0.0007593139,0.0001656639,0.0003813591],"category_scores_gemma":[0.00003387611,0.0001260608,0.00002940495,0.000005879642,0.0001085643,0.0000469442,0.0003293644,0.0001030782,0.00003446324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005903447,"about_ca_system_score_gemma":0.0001541701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004462714,"about_ca_topic_score_gemma":0.00000780272,"domain_scores_codex":[0.998979,0.00001772923,0.0003172448,0.0003052303,0.0002328827,0.0001479563],"domain_scores_gemma":[0.9991408,0.00001697343,0.0004431761,0.0002587335,0.0001088642,0.00003142915],"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":[0.0000673212,0.00001081547,4.369055e-7,0.00009948938,0.000006082166,5.867357e-7,0.0001807592,5.326426e-7,0.640803,0.3556231,0.00295035,0.0002574751],"study_design_scores_gemma":[0.0004014117,0.0001149161,0.0000334258,0.001338987,0.00003136478,0.000009009074,0.00004851211,0.00008754095,0.8089115,0.1536237,0.03503861,0.0003609691],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0498372,0.00002401475,0.0001118561,0.0004839431,0.0018343,0.001865648,0.0004824841,0.00005655895,0.945304],"genre_scores_gemma":[0.4502487,0.00005018677,0.0006645917,0.0001238694,0.0003105105,0.0001946265,0.00001101702,0.00005114541,0.5483454],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4004115,"threshold_uncertainty_score":0.5140612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06633218430672252,"score_gpt":0.260761929341122,"score_spread":0.1944297450343995,"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."}}