{"id":"W4412870745","doi":"10.24908/pceea.2025.19624","title":"Making the Familiar Strange: One Student's Critical Experience of Engineering Culture Through Space and Place","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Space (punctuation); Aesthetics; Sociology; Mathematics education; Psychology; Art; Philosophy; Linguistics","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":[0.005595794,0.001109497,0.001259509,0.001935362,0.02265641,0.01293557,0.002787195,0.003707174,0.002141822],"category_scores_gemma":[0.01342025,0.0008340044,0.0006954425,0.001152306,0.03016491,0.008978964,0.01274699,0.01144911,0.0004417603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004875517,"about_ca_system_score_gemma":0.005217667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0120283,"about_ca_topic_score_gemma":0.02363495,"domain_scores_codex":[0.993038,0.004173774,0.0001660305,0.0004378614,0.0009822622,0.00120202],"domain_scores_gemma":[0.9903432,0.003904162,0.001100899,0.000548051,0.001113749,0.002989928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001447763,0.00005232558,0.00171935,0.00002614223,0.000004227515,0.000396274,0.9943715,0.00001710109,0.0003545758,0.0007248332,0.0004023929,0.00191681],"study_design_scores_gemma":[0.000001807274,0.00004999869,0.0009837244,0.00002904387,0.000005124061,0.0003645685,0.9938802,0.00003458159,0.0002673475,0.000316141,0.00404721,0.00002031431],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873874,0.0002583918,0.001312789,0.005032172,0.0001319617,0.0000402163,0.00002326979,0.00003551757,0.00577829],"genre_scores_gemma":[0.9962162,0.0002545985,0.0003848192,0.0007882916,0.00002306453,0.00002079954,0.00001169816,0.00003053902,0.002269934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02265641,"threshold_uncertainty_score":0.03537446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01466607431495134,"score_gpt":0.3186373860087329,"score_spread":0.3039713116937816,"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."}}