{"id":"W2939879075","doi":"10.3917/rfhe.001.0108","title":"The Quebec leader for consulting engineering: SNC-Lavalin (1911-1991)","year":2014,"lang":"fr","type":"article","venue":"Revue française d histoire économique","topic":"Metallurgy and Cultural Artifacts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; SNC-Lavalin (Canada)","funders":"","keywords":"Humanities; Political science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001575589,0.000388466,0.0005358199,0.00004692128,0.002516114,0.0001865253,0.000556917,0.0004455507,0.0004581462],"category_scores_gemma":[0.001669161,0.0003375621,0.0004178681,0.0002157988,0.001093981,0.0003913655,0.00005559354,0.0004176304,0.00119025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004436835,"about_ca_system_score_gemma":0.0002564953,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0224191,"about_ca_topic_score_gemma":0.06446765,"domain_scores_codex":[0.9974355,0.0003233062,0.0007119543,0.0005498605,0.0000975755,0.0008817883],"domain_scores_gemma":[0.9968763,0.001799354,0.0003559525,0.00044284,0.0001844779,0.0003410756],"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":[0.00004558131,0.00004743369,0.00006020738,0.0002757972,0.00009025855,0.000004093101,0.008446624,0.001380011,0.0004403903,0.6591363,0.005647085,0.3244262],"study_design_scores_gemma":[0.000473957,0.00005574801,0.0001471217,0.0002246834,0.0000852264,0.000008726591,0.0006131944,0.01798897,0.0001706942,0.00109383,0.9786656,0.0004722163],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4482689,0.06555554,0.01714879,0.3217141,0.0459509,0.006091649,0.0000698159,0.001059275,0.09414108],"genre_scores_gemma":[0.7239011,0.000580653,0.001840142,0.0007641398,0.00323649,0.0002530557,0.00003098223,0.0000736714,0.2693198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9730185,"threshold_uncertainty_score":0.9999076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03295299089298124,"score_gpt":0.2284453275455562,"score_spread":0.1954923366525749,"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."}}