{"id":"W2910855519","doi":"10.24908/pceea.v0i0.13018","title":"Becoming Aware of Engineering Culture: Toward Sculpting a New Way of Acting, Being, and Thinking in the World","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Dalhousie University","keywords":"Politics; Problem solver; Engineering ethics; Sociology; Aesthetics; Computer science; Engineering; Political science; Art; Law; Software engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.01431661,0.0006620766,0.0005237068,0.003092497,0.00887849,0.02136756,0.001404421,0.003049577,0.001609851],"category_scores_gemma":[0.01002763,0.0005247967,0.0004830018,0.001582557,0.05084351,0.02128423,0.01156747,0.008761557,0.0003686225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003159415,"about_ca_system_score_gemma":0.008332508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00578316,"about_ca_topic_score_gemma":0.007834307,"domain_scores_codex":[0.9881015,0.007802973,0.000299626,0.0008136369,0.002226359,0.0007558878],"domain_scores_gemma":[0.9865317,0.007786191,0.001445931,0.001190206,0.001678961,0.001367101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001314398,0.00006963583,0.004267679,0.0003223735,0.00002082835,0.0003796715,0.7734701,0.0001470112,0.001354453,0.1426754,0.003341427,0.07393832],"study_design_scores_gemma":[0.000008633857,0.00007047331,0.004380643,0.0008858907,0.00002717296,0.0009268482,0.6789535,0.0003932193,0.001312164,0.1091925,0.2037808,0.00006827999],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4001477,0.02609153,0.09396043,0.1463857,0.002197442,0.0002006369,0.00003259948,0.0002210255,0.330763],"genre_scores_gemma":[0.9588493,0.009203617,0.01454452,0.009188458,0.0002835933,0.0001013915,0.00002018405,0.00009771585,0.007711307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02136756,"threshold_uncertainty_score":0.07571435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006999206041458633,"score_gpt":0.2119629019143427,"score_spread":0.2049636958728841,"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."}}