{"id":"W4416006296","doi":"10.5465/amproc.2025.17112symposium","title":"Exploring New Directions for Theorizing About Career Shocks","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Agency (philosophy); Career development; Career management; Perspective (graphical); Clinical neuropsychology; State (computer science); Career counseling; Higher education","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":[0.01467156,0.001128829,0.00159076,0.004262226,0.003144493,0.01305967,0.004777956,0.005221485,0.01099754],"category_scores_gemma":[0.02101725,0.0007121877,0.001384489,0.005236444,0.02649517,0.03067735,0.007062989,0.007982465,0.0009668233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008226635,"about_ca_system_score_gemma":0.00591082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005511892,"about_ca_topic_score_gemma":0.004387768,"domain_scores_codex":[0.9937109,0.003946004,0.0002358835,0.0007227569,0.0007137114,0.0006707947],"domain_scores_gemma":[0.9703894,0.02401355,0.001487656,0.001503657,0.001182556,0.001423126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001209764,0.00003652523,0.001344903,0.0001081587,0.00001523608,0.000051173,0.004579888,0.001090639,0.00002380496,0.9858438,0.000870922,0.006022865],"study_design_scores_gemma":[0.000005166707,0.000006910113,0.0004488487,0.0001162061,0.000004039422,0.00001241114,0.004678933,0.001285865,0.00001163137,0.9877579,0.005662992,0.000009199397],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09767091,0.04842208,0.2045748,0.4532796,0.002442075,0.0002558188,0.0004243186,0.0003283564,0.1926021],"genre_scores_gemma":[0.9365582,0.02295204,0.02388937,0.009728164,0.001439599,0.0003484178,0.0002186357,0.00009556914,0.004770036],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01467156,"threshold_uncertainty_score":0.0775916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1281459509154678,"score_gpt":0.3169839168206809,"score_spread":0.188837965905213,"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."}}