{"id":"W3047547494","doi":"10.82396/cjcd.v15i2.3101","title":"Knowledge and Risk: Choices and Decisions in the Career Selection Process Among University Students","year":2021,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Vocational education; Selection (genetic algorithm); Process (computing); Career portfolio; Higher education; Career planning; Job security; Psychology; Public relations; Career development; Economics; Political science; Pedagogy; Computer science; Economic growth; Work (physics); Engineering","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":[0.002346361,0.00007287461,0.0002531385,0.0002934839,0.0009728076,0.00005535082,0.000522287,0.00005181689,0.00004235276],"category_scores_gemma":[0.0003722603,0.00005355375,0.00009717716,0.001738914,0.0005416394,0.00026043,0.0001180213,0.0002709812,7.058458e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001901082,"about_ca_system_score_gemma":0.0003175387,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02189033,"about_ca_topic_score_gemma":0.4658903,"domain_scores_codex":[0.9976848,0.001338072,0.0001502438,0.0001166606,0.0005598711,0.0001503149],"domain_scores_gemma":[0.9978485,0.001055876,0.0002980629,0.0001025635,0.000616455,0.00007850383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001074817,0.00009299505,0.9457964,0.000004179693,0.0006573447,0.00001258971,0.05234677,0.0003796419,0.000009107718,0.00009770732,0.000103207,0.0003926272],"study_design_scores_gemma":[0.0006308296,0.00003331841,0.8596148,0.00001686862,0.001175144,0.000002917272,0.1360522,0.0002729739,4.791181e-7,0.0001675033,0.001978951,0.00005402974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978104,0.0003100799,0.0002953747,0.0006382416,0.0001041003,0.00008669437,0.000005990703,0.000003025812,0.0007461525],"genre_scores_gemma":[0.9920374,0.006818121,0.00004117666,0.000003582534,0.0001111575,2.677762e-8,0.000001275904,0.000001930641,0.0009853559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4439999,"threshold_uncertainty_score":0.984623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01704931475025913,"score_gpt":0.3210210988210738,"score_spread":0.3039717840708147,"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."}}