{"id":"W4391814733","doi":"10.1002/cjce.25205","title":"Shaping futures: A dialogue on chemical engineering education","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Toronto Rehabilitation Institute; University of Toronto; University of British Columbia","funders":"","keywords":"Engineering ethics; Futures contract; Value (mathematics); Experiential learning; Engineering education; Process (computing); Sociology; Engineering; Pedagogy; Engineering management; Computer science; Business","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.04989006,0.001135946,0.001115829,0.002602244,0.05389538,0.019804,0.004506101,0.01133844,0.005682932],"category_scores_gemma":[0.04198116,0.0008144606,0.000778199,0.001926512,0.08503989,0.0154128,0.02408025,0.01475097,0.0005446863],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02609398,"about_ca_system_score_gemma":0.0222477,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0201234,"about_ca_topic_score_gemma":0.02054095,"domain_scores_codex":[0.9203154,0.06908071,0.0004937496,0.001594406,0.004209807,0.004305973],"domain_scores_gemma":[0.8978826,0.08748899,0.002450532,0.002172049,0.003998551,0.006007345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004552828,0.00009638034,0.0003170228,0.00006773971,0.00000476102,0.00067395,0.909969,0.0002519513,0.0006626411,0.08117637,0.001760764,0.004973934],"study_design_scores_gemma":[0.00002995279,0.00005950936,0.0002444775,0.000184426,0.000006854239,0.0002922275,0.8570313,0.0004040013,0.0008814377,0.01994823,0.1208658,0.00005175576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5866593,0.003530379,0.02599774,0.1973984,0.001957861,0.0004230838,0.00008718202,0.0001685704,0.1837775],"genre_scores_gemma":[0.985087,0.0005978983,0.002888106,0.003799243,0.0001309516,0.0000948922,0.00001283391,0.0000497371,0.007339314],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9798766,"threshold_uncertainty_score":0.263847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008030981300354473,"score_gpt":0.1927105794279102,"score_spread":0.1846795981275557,"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."}}