{"id":"W4237746408","doi":"10.1093/ww/9780199540884.013.u244855","title":"Beaubien, de Gaspé, (18 May 1881–1969), Consulting Engineer, De Gaspé Beaubien &amp; Co., 462 St Catherine Road, Outremont, Montreal; past National Joint Chairman, War Savings Committee; President, Beaubien Limitée; Director, Dominion Tar Co. Ltd and other companies","year":2007,"lang":"en","type":"reference-entry","venue":"Who Was Who","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Management; Joint (building); Political science; Engineering; Public administration; Operations research; Economics; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0025646,0.000939324,0.001518981,0.001440124,0.002199968,0.000904183,0.00100764,0.001121653,0.001062701],"category_scores_gemma":[0.0008080091,0.001147955,0.0004311607,0.0005587665,0.001830098,0.0005118255,0.0002055167,0.001420694,0.0001418991],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004457012,"about_ca_system_score_gemma":0.002294387,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5171325,"about_ca_topic_score_gemma":0.7807428,"domain_scores_codex":[0.9934417,0.000611757,0.001198146,0.00120522,0.001720113,0.001823051],"domain_scores_gemma":[0.9961348,0.0006049408,0.000925414,0.0006604047,0.000555845,0.001118562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001207456,0.0002840918,0.01346031,0.0005199701,0.0004407853,0.00009441932,0.04465858,0.00007980443,0.00003576899,0.0009407119,0.9285148,0.01084995],"study_design_scores_gemma":[0.001252033,0.00007009162,0.02764388,0.0009564574,0.0001518813,0.00005392942,0.00221778,0.00008262131,0.00001980797,0.0002024868,0.9661928,0.001156172],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1022125,0.06586312,0.0004613289,0.003645183,0.004744918,0.004071939,0.009475184,0.001120311,0.8084056],"genre_scores_gemma":[0.07728471,0.1312341,0.002498148,0.003864635,0.01480481,0.0005187228,0.004273901,0.0009676318,0.7645534],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2636103,"threshold_uncertainty_score":0.9998505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03597872942530568,"score_gpt":0.2837764152374563,"score_spread":0.2477976858121506,"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."}}