{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004517114,0.0001783242,0.0002099423,0.001292592,0.002998319,0.005236372,0.0005510934,0.001337504,0.003585503],"category_scores_gemma":[0.01332937,0.0002304017,0.0003225558,0.0007827231,0.003383029,0.001725272,0.002305378,0.001530278,0.0002980801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002232339,"about_ca_system_score_gemma":0.002548059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01610116,"about_ca_topic_score_gemma":0.02549232,"domain_scores_codex":[0.9967,0.001996981,0.00009359111,0.0001289488,0.0003366387,0.0007438348],"domain_scores_gemma":[0.9915729,0.004529728,0.001210954,0.000148743,0.0004603497,0.002077282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004414606,0.0007463877,0.8462798,0.0000325591,0.00004091673,0.0007570669,0.1099208,0.0009240391,0.0005561378,0.009669201,0.0005418065,0.03008974],"study_design_scores_gemma":[0.00003837193,0.0002918632,0.5518323,0.0001193009,0.00003865466,0.0004082846,0.422105,0.003524371,0.0004991065,0.01630581,0.004754331,0.00008269718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997424,0.00004272555,0.00007799314,0.0004995859,0.000001738319,0.000004905205,0.000007653814,4.915046e-7,0.001940997],"genre_scores_gemma":[0.9995172,0.00002928268,0.00003690247,0.000038624,0.000001484167,0.000002620812,0.000004744826,4.125789e-7,0.0003688197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01610116,"threshold_uncertainty_score":0.03201485,"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."}}