{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001381525,0.001054664,0.0008342671,0.002462673,0.002663616,0.004994859,0.001668947,0.001751719,0.5956884],"category_scores_gemma":[0.01008014,0.0003741318,0.0007406866,0.002449936,0.0007264235,0.003776556,0.002486383,0.003206976,0.4230478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00239699,"about_ca_system_score_gemma":0.002803937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004252248,"about_ca_topic_score_gemma":0.003962291,"domain_scores_codex":[0.9987546,0.0001565979,0.00009699129,0.0002361651,0.000630274,0.0001252437],"domain_scores_gemma":[0.994979,0.0006498765,0.0001880178,0.000465952,0.003041412,0.0006757859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001968293,0.00001274261,0.00008111271,0.0001003231,0.00000171352,0.00003930525,0.00007586205,0.00004184086,0.00006938057,0.003114112,0.9653047,0.03113923],"study_design_scores_gemma":[0.00000314075,0.00001064202,0.0002146797,0.0001126183,0.000001168966,0.00004575148,0.00008499104,0.00002114602,0.00004093056,0.001050442,0.9984108,0.000003669899],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001301934,0.00729883,0.004545428,0.02740246,0.1128647,0.0005332523,0.0163045,0.002285222,0.8274636],"genre_scores_gemma":[0.006724938,0.005348147,0.002392336,0.006216269,0.01698595,0.0003340309,0.01544733,0.001185442,0.9453655],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5956884,"threshold_uncertainty_score":0,"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."}}