{"id":"W2909995328","doi":"10.24908/pceea.v0i0.13028","title":"A networked social change lab approach to re-imagining engineering education","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Engineering education; Engineering ethics; Psychological intervention; Social change; Engineering management; Engineering; Computer science; Sociology; Pedagogy; Political science; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001884249,0.0002218077,0.000234543,0.000590546,0.0003726139,0.0001197842,0.0004130683,0.0002303841,0.00006975335],"category_scores_gemma":[0.001537116,0.000237263,0.00008672363,0.001418742,0.00002504699,0.0001918898,0.00003987425,0.0005338418,0.00004252555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001895488,"about_ca_system_score_gemma":0.0005166071,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01221174,"about_ca_topic_score_gemma":0.0005268531,"domain_scores_codex":[0.9984302,0.00004889356,0.0003471442,0.0003418992,0.000296817,0.0005350325],"domain_scores_gemma":[0.9982895,0.00006444589,0.0003831561,0.0001465836,0.0009173034,0.0001990062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003713683,0.0006247867,0.07715669,0.0005795692,0.0005728609,1.223546e-7,0.295103,0.0004602748,0.005002025,0.2582935,0.3088522,0.0533179],"study_design_scores_gemma":[0.0003126656,0.00006089521,0.523107,0.0002814235,0.00008816666,0.000006692007,0.00445304,0.003125543,0.0003134672,0.0001447452,0.4674335,0.0006729307],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5922261,0.0002960872,0.002975483,0.02540092,0.02446597,0.002414659,0.00003939741,0.0008143164,0.351367],"genre_scores_gemma":[0.9767171,5.45461e-7,0.01104317,0.00129168,0.003370306,0.0002949793,0.00001584428,0.00007272838,0.007193692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4459503,"threshold_uncertainty_score":0.994366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03272674065918524,"score_gpt":0.3113797698007907,"score_spread":0.2786530291416054,"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."}}