{"id":"W2007154324","doi":"10.7202/800526ar","title":"The Very Model of a Modern Engineer: Status, Education, and the Engineering Institute of Canada, 1925-1932","year":2009,"lang":"en","type":"article","venue":"Scientia Canadensis Canadian Journal of the History of Science Technology and Medicine","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Inclusion (mineral); Curriculum; Engineering education; Identity (music); Engineering ethics; Sociology; Engineering; Political science; Pedagogy; Law; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00714364,0.0001108614,0.0003562584,0.001911525,0.0007192536,0.00002098309,0.002286429,0.00006198889,0.000006211108],"category_scores_gemma":[0.007410413,0.00005280821,0.00004857117,0.002899912,0.01989044,0.0003248818,0.00008843045,0.0004088225,4.866115e-8],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005244809,"about_ca_system_score_gemma":0.03288674,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1046696,"about_ca_topic_score_gemma":0.4647281,"domain_scores_codex":[0.9968409,0.00004591418,0.0007145084,0.0002333886,0.001694733,0.0004705529],"domain_scores_gemma":[0.9970523,0.0002353428,0.00059604,0.0005258819,0.001074241,0.0005162374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001446399,0.00005326318,0.009343544,0.00006626797,0.00009878887,0.00002436946,0.02565487,0.04061725,0.08875171,0.3550579,0.3000862,0.1801012],"study_design_scores_gemma":[0.003802569,0.0006560042,0.06246422,0.001304752,0.0002894561,0.001002301,0.02229802,0.1925322,0.007441684,0.2710992,0.4363233,0.0007863414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8982844,0.02806586,0.0004239323,0.06696314,0.004582042,0.0002382803,0.00001344095,0.000003748423,0.001425214],"genre_scores_gemma":[0.9973387,0.0001768223,0.0002408729,0.0003081257,0.0000256287,7.94088e-7,5.247182e-8,0.000002468392,0.001906607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3600586,"threshold_uncertainty_score":0.9827769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02184109860394903,"score_gpt":0.2679887883810533,"score_spread":0.2461476897771042,"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."}}