{"id":"W136711805","doi":"","title":"Multiple Career Anchors of Quebec Engineers: Impacts on Career Path and Success","year":2005,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal; Université Laval","funders":"","keywords":"Operationalization; Competence (human resources); Phenomenon; Autonomy; Dominance (genetics); Career management; Psychology; Management; Public relations; Sociology; Social psychology; Political science; Economics; Epistemology","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":[],"consensus_categories":[],"category_scores_codex":[0.001575302,0.0001011341,0.0001501136,0.0000824935,0.0002347798,0.00005459689,0.0001866943,0.00008236251,0.00008441055],"category_scores_gemma":[0.0002597155,0.0000879567,0.00006544573,0.0001780916,0.0001214131,0.0002336803,0.00001101563,0.0006435451,0.000009570486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001162484,"about_ca_system_score_gemma":0.002537861,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02134567,"about_ca_topic_score_gemma":0.2956095,"domain_scores_codex":[0.998024,0.0001411658,0.0002055453,0.0001404892,0.0003484191,0.001140383],"domain_scores_gemma":[0.9993471,0.00009957535,0.0000948073,0.000118337,0.0001464194,0.0001937451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001019667,0.0003967676,0.7802218,0.00002485986,0.0001659151,0.000001412374,0.06701324,0.0003927069,0.0002825492,0.07577137,0.001546993,0.07408046],"study_design_scores_gemma":[0.004135427,0.00117179,0.7436886,0.0002027501,0.0001669046,0.0000562817,0.08983853,0.0001423329,0.001218495,0.0338168,0.12418,0.001382069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943718,0.001354206,0.0001408964,0.003125043,0.0001963225,0.0001033752,0.000003394957,0.00002204276,0.0006829459],"genre_scores_gemma":[0.997219,0.0008496706,0.0000593663,0.00009568689,0.0005333759,0.000002674759,0.00000157274,0.00001021645,0.0012284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2742638,"threshold_uncertainty_score":0.9851713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599512613731245,"score_gpt":0.2907366268521933,"score_spread":0.2747415007148808,"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."}}