{"id":"W1543136494","doi":"","title":"Determinants of Desired Career Paths among Canadian Engineers","year":2004,"lang":"fr","type":"preprint","venue":"Érudit documents and data repository (Érudit Consortium, University of Montreal)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Career path; Sociology; Political science; Engineering; Philosophy; Engineering management","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"],"consensus_categories":[],"category_scores_codex":[0.0002740579,0.0006541883,0.0009691571,0.0004282096,0.0002795097,0.00006132821,0.001239745,0.0005524679,0.0001185689],"category_scores_gemma":[0.00006506841,0.0008401697,0.0001653948,0.0002337485,0.0003746854,0.0004946117,0.0006700319,0.0004866922,0.00001249058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001904996,"about_ca_system_score_gemma":0.001075853,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5559326,"about_ca_topic_score_gemma":0.3963036,"domain_scores_codex":[0.9970233,0.00008084968,0.0008198402,0.0009463798,0.0004675643,0.000662032],"domain_scores_gemma":[0.9967233,0.00009570172,0.0005160709,0.001594479,0.0002692626,0.0008011967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002700183,0.001457094,0.6096923,0.01418072,0.007586073,0.006656218,0.01238848,0.2147185,0.002442465,0.002959103,0.07540826,0.05224079],"study_design_scores_gemma":[0.003791062,0.0002105742,0.8381475,0.005938057,0.002361933,0.0003220518,0.003780768,0.01348504,0.003817309,0.0001758461,0.1247654,0.00320446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823449,0.005123078,0.00081335,0.0002122581,0.003805686,0.0009050054,0.002085873,0.0001313467,0.00457855],"genre_scores_gemma":[0.9874468,0.00408276,0.003302176,0.000008872873,0.0001066345,0.000003826271,0.0007953146,0.00006466793,0.004188908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2284552,"threshold_uncertainty_score":0.9994049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167413903025576,"score_gpt":0.2001054235397032,"score_spread":0.1884312845094475,"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."}}