{"id":"W4391603789","doi":"10.18260/1-2--43740","title":"Instructor Goals and Practices Related to Sociotechnical Thinking in the Teaching of Undergraduate Engineering Students","year":2024,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sociotechnical system; Engineering ethics; Mathematics education; Computer science; Engineering management; Knowledge management; Medical education; Psychology; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005487728,0.0001027222,0.0001020602,0.0001436697,0.00002541393,0.0001007317,0.0001839282,0.00005473138,0.000005143201],"category_scores_gemma":[0.0001092973,0.00007693993,0.00001968868,0.000248901,0.000006201005,0.0001270122,0.00004090886,0.0003527532,0.000007093972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006078581,"about_ca_system_score_gemma":0.00001288811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001237042,"about_ca_topic_score_gemma":0.000003946352,"domain_scores_codex":[0.9992989,0.00001837454,0.0002257705,0.0001188437,0.0002071987,0.0001309183],"domain_scores_gemma":[0.9996877,0.0001541442,0.00001711933,0.00009933134,0.000006919716,0.00003478104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000008067856,0.0002871132,0.03351276,0.002986558,0.0007800044,0.00008119447,0.1398438,0.236002,0.02592629,0.5218407,0.008027803,0.03070365],"study_design_scores_gemma":[0.001589976,0.0002316767,0.5659223,0.005060189,0.0002020566,0.0003616748,0.02033012,0.3298941,0.006393665,0.01046553,0.05673339,0.002815257],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938753,0.0003931194,0.002183887,0.00183125,0.0003805202,0.000163109,6.084528e-7,0.0003500681,0.00082216],"genre_scores_gemma":[0.9949877,0.00006337405,0.004793782,0.0000383085,0.00001639034,0.00002007242,0.000001386619,0.00001892225,0.00006012597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5324095,"threshold_uncertainty_score":0.3137519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00828740817258599,"score_gpt":0.303610037301451,"score_spread":0.295322629128865,"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."}}