{"id":"W4405674769","doi":"10.24908/pceea.2024.18545","title":"Opportunities and Obstacles for an Embedded STS Program in Engineering","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada; University of Waterloo","keywords":"Engineering ethics; Engineering; Computer science; Software engineering; Systems engineering; Engineering management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01526018,0.0002278818,0.0002065743,0.0005259349,0.01055642,0.006360598,0.001525383,0.002217766,0.006475875],"category_scores_gemma":[0.02195218,0.0004168875,0.0003092221,0.0004946876,0.006816756,0.004289385,0.01171533,0.003806971,0.0005000982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004874756,"about_ca_system_score_gemma":0.0321044,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005149358,"about_ca_topic_score_gemma":0.014797,"domain_scores_codex":[0.9776859,0.014006,0.0005531075,0.0007510019,0.002812406,0.004191441],"domain_scores_gemma":[0.9631875,0.01503417,0.0026752,0.0009463885,0.002336785,0.01581993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002664533,0.004297185,0.1079434,0.001070713,0.00003748322,0.005045605,0.5368374,0.001619256,0.006197544,0.1146553,0.02194297,0.2000868],"study_design_scores_gemma":[0.00004993195,0.0005384347,0.04122048,0.0006445408,0.00001507512,0.0008607243,0.8300431,0.001167992,0.001168538,0.02057084,0.1036498,0.00007070482],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9387972,0.0002193235,0.00345718,0.02795566,0.000113817,0.0002289899,0.00001683221,0.00004386561,0.02916721],"genre_scores_gemma":[0.992804,0.0001420139,0.002621704,0.00130283,0.00002095324,0.0001636579,0.0000107026,0.00001076252,0.002923398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9948506,"threshold_uncertainty_score":0.08070451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02328196012794097,"score_gpt":0.2637446330223292,"score_spread":0.2404626728943882,"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."}}