{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006321512,0.00005547339,0.00005813267,0.00002342044,0.00001918529,0.00001096609,0.0001471339,0.00002859223,0.0002490013],"category_scores_gemma":[0.00001290708,0.00004523794,0.00002530702,0.000147656,0.00001349323,0.00006756771,0.000004651689,0.00007797778,0.00003293627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001511834,"about_ca_system_score_gemma":0.000007480924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000229743,"about_ca_topic_score_gemma":3.909466e-7,"domain_scores_codex":[0.9997135,6.708608e-7,0.00008145293,0.00004672623,0.00006647485,0.00009112487],"domain_scores_gemma":[0.9998694,0.00001325322,0.00001058613,0.00004841613,0.00003383693,0.00002451261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009587863,0.0001183524,0.01485759,0.001328724,0.0001378669,2.704422e-7,0.01148188,0.02430707,0.7261071,0.002783288,0.1971402,0.02172809],"study_design_scores_gemma":[0.0003425459,0.00004615504,0.06324258,0.000689011,0.00006039526,0.00002092378,0.0005856912,0.01722522,0.4411922,0.0004710137,0.4753244,0.0007999655],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677078,0.0001281838,0.000005291699,0.00006333913,0.0003579848,0.00003947313,0.000001826976,0.0001527647,0.03154331],"genre_scores_gemma":[0.9978064,0.00004237758,0.0002171074,0.00004022021,0.0001092606,0.000006223242,4.284528e-8,0.00001600328,0.001762369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2849149,"threshold_uncertainty_score":0.272639,"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."}}