{"id":"W4394579372","doi":"10.4028/b-fk36ww","title":"International Conference on Sustainable Engineering and Materials Development","year":2024,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Engineering ethics; Sustainable development; Engineering; Political science; Environmental ethics; Philosophy; Law","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003451964,0.0003582521,0.0003067728,0.0003469285,0.0002354993,0.001036897,0.000654585,0.0002508281,0.002092918],"category_scores_gemma":[0.0000173821,0.0003271703,0.00004440679,0.0000514793,0.000117513,0.0001203729,0.000185772,0.0002194578,0.0004260571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000253466,"about_ca_system_score_gemma":0.0005215535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000219114,"about_ca_topic_score_gemma":0.000003964559,"domain_scores_codex":[0.9981374,0.00001640193,0.0005309506,0.0006329493,0.0003075822,0.0003747806],"domain_scores_gemma":[0.9989648,0.0000262572,0.0001170529,0.0005203933,0.0002500102,0.0001214155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001160919,0.00002779953,5.903225e-8,0.0004073055,0.00004126931,0.000003086882,0.0004035911,0.000002897827,0.255272,0.7303085,0.01145399,0.002067889],"study_design_scores_gemma":[0.0001078869,0.00002339464,0.000002661818,0.0001956289,0.00003228834,0.00001044462,0.00004243209,0.00004411098,0.08539177,0.005547668,0.9082447,0.0003570705],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002681371,0.00008891115,0.003299854,0.003422759,0.000618991,0.001515168,0.0005203047,0.001087748,0.9867649],"genre_scores_gemma":[0.03672491,0.00004719134,0.003868976,0.0000995609,0.0002581348,0.001244708,0.0003526943,0.00009532625,0.9573085],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8967907,"threshold_uncertainty_score":0.999918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02563131216306502,"score_gpt":0.2436603092503361,"score_spread":0.2180289970872711,"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."}}