{"id":"W4410522669","doi":"10.1080/19378629.2025.2506372","title":"The Transformations of Professions Under New Public Management: The Case of Quebec’s Public Service Engineers","year":2025,"lang":"en","type":"article","venue":"Engineering Studies","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université TÉLUQ","funders":"Fonds de Recherche du Québec-Société et Culture","keywords":"Public service; Service (business); Engineering management; Engineering; Business; Engineering ethics; Political science; Public administration; Marketing","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005307302,0.00006939338,0.000108181,0.00004697608,0.0008086345,0.00004558067,0.0003297353,0.00002845612,0.000005454303],"category_scores_gemma":[0.0002293945,0.00004158625,0.00005202297,0.001286454,0.0001705071,0.0001913728,0.00005369559,0.00008193783,8.839675e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006840019,"about_ca_system_score_gemma":0.0001775887,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01307784,"about_ca_topic_score_gemma":0.1452294,"domain_scores_codex":[0.9992918,0.00003872902,0.0001869468,0.00007530214,0.0001810899,0.0002260938],"domain_scores_gemma":[0.9992394,0.0004008005,0.00006393381,0.0001341553,0.0001275455,0.00003414128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[6.583704e-7,0.00001048351,0.00006045,0.00004613176,0.0001538327,9.400006e-7,0.03200306,0.001412078,0.000003483992,0.9545559,0.006092171,0.005660838],"study_design_scores_gemma":[0.000343262,0.00001216465,0.009574729,0.0001919674,0.00009803398,0.000001232941,0.6846969,0.001775663,0.00003368249,0.008372877,0.294696,0.0002035285],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1339726,0.02240555,0.02721602,0.7771972,0.003440096,0.001660001,0.00002069145,0.0002815301,0.03380625],"genre_scores_gemma":[0.9945284,0.001101119,0.0001092654,0.0001063364,0.00004044301,0.00003222926,2.564127e-7,0.000003138125,0.004078881],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.946183,"threshold_uncertainty_score":0.9934942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03968584361333752,"score_gpt":0.3268482962436809,"score_spread":0.2871624526303433,"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."}}