{"id":"W2006528131","doi":"10.1109/5.811599","title":"A living laboratory","year":2000,"lang":"en","type":"article","venue":"Proceedings of the IEEE","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Curriculum; Architectural engineering; Building science; Computer science; Engineering; Science and engineering; Mathematics education; Engineering management; Construction engineering; Engineering ethics; Sociology; Pedagogy; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.002595437,0.001251066,0.0006895402,0.001018592,0.003756475,0.005601624,0.003806168,0.002703848,0.08645046],"category_scores_gemma":[0.003610352,0.0004981879,0.0009441134,0.0004625584,0.003821613,0.006881381,0.009836022,0.003416087,0.04253938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001476583,"about_ca_system_score_gemma":0.004034407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001045662,"about_ca_topic_score_gemma":0.001852711,"domain_scores_codex":[0.9966409,0.0008604667,0.0001330996,0.0007417598,0.001233428,0.0003902867],"domain_scores_gemma":[0.9958869,0.0004689946,0.0001360207,0.001096479,0.0005673653,0.001844265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003250831,0.002177124,0.001906273,0.0007334435,0.00004659401,0.0008593303,0.002943736,0.002334989,0.02427993,0.276619,0.3324588,0.3553157],"study_design_scores_gemma":[0.00003445502,0.0003428987,0.000261206,0.0001691073,0.000007519458,0.0003679919,0.0005161679,0.0003833392,0.002706542,0.01388299,0.9812918,0.0000360263],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01196984,0.003552816,0.3237667,0.01366871,0.007345655,0.00154132,0.00105912,0.01485456,0.6222413],"genre_scores_gemma":[0.1252914,0.004983589,0.3057433,0.01657362,0.00261312,0.002497996,0.002778402,0.002785974,0.5367327],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.08645046,"threshold_uncertainty_score":0.2892056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00590660665305597,"score_gpt":0.2007868162445283,"score_spread":0.1948802095914723,"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."}}