{"id":"W4235503571","doi":"10.1088/1742-6596/1378/1/011001","title":"Preface","year":2019,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Covenant; Sustainability; Engineering; Sustainable development; Engineering management; Political science; Engineering ethics; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004285611,0.00006495083,0.0001193197,0.00002599327,0.000007636744,0.00002690537,0.00009864229,0.00002353246,0.000206928],"category_scores_gemma":[0.000005793643,0.00005900715,0.00003783047,0.00005674565,0.00001049962,0.0002899409,0.000005745968,0.0001345589,0.00006861083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001550583,"about_ca_system_score_gemma":0.00005048181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.714019e-7,"about_ca_topic_score_gemma":5.912388e-7,"domain_scores_codex":[0.9996622,0.000005144902,0.0001330187,0.00003022865,0.00008853827,0.00008082882],"domain_scores_gemma":[0.9997188,0.00001466918,0.00004072456,0.00008452509,0.0001014736,0.00003973896],"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":[0.000059994,0.0001299337,0.006376853,0.0008118644,0.0003794019,0.0000110388,0.01180385,0.2327479,0.3141572,0.2325632,0.01290625,0.1880526],"study_design_scores_gemma":[0.0008806259,0.0004422073,0.01442854,0.0003112252,0.0000477115,0.0001393143,0.002160031,0.005218439,0.7400552,0.01340447,0.222207,0.0007052326],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9344948,0.000275898,0.03942418,0.0002785204,0.003048616,0.00007164592,0.000004028281,0.0000953003,0.02230705],"genre_scores_gemma":[0.9978846,0.00009217665,0.0008319549,0.00001315415,0.0001859201,5.006202e-7,7.297878e-7,0.00001093785,0.0009800653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4258981,"threshold_uncertainty_score":0.2406242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01602756468896058,"score_gpt":0.2359423746987944,"score_spread":0.2199148100098338,"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."}}