{"id":"W1532695834","doi":"10.1017/cbo9780511520853.010","title":"Career or slide? Managing on the threshold of sense","year":2000,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Praxis; Discipline; Engineering ethics; Epistemology; Sociology; Argument (complex analysis); Career development; Social science; Pedagogy; Engineering; Medicine; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004396017,0.0004941042,0.0005482443,0.001349355,0.009047334,0.01556639,0.001401595,0.003738369,0.01203749],"category_scores_gemma":[0.01052149,0.000314271,0.0004669678,0.001034328,0.0454267,0.03199001,0.0140891,0.007119993,0.002895917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002938036,"about_ca_system_score_gemma":0.00377338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001511676,"about_ca_topic_score_gemma":0.002139582,"domain_scores_codex":[0.9964759,0.001493591,0.0001150982,0.0005159617,0.0008088255,0.0005906725],"domain_scores_gemma":[0.9970366,0.0009371754,0.0002533666,0.0004881012,0.0003528807,0.0009318966],"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":[0.00001633178,0.00001352633,0.0003568112,0.00004738817,0.00000429605,0.0001883772,0.05645385,0.0000470652,0.0002825552,0.8955528,0.02536828,0.02166867],"study_design_scores_gemma":[0.000009771294,0.00002734882,0.0004848822,0.0003951403,0.000004828587,0.0004069647,0.09457875,0.0001885895,0.0001808506,0.5479358,0.3557622,0.000024849],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03026971,0.008934946,0.01935633,0.1873803,0.004424425,0.00006538801,0.00006029952,0.0002001463,0.7493085],"genre_scores_gemma":[0.8224469,0.00561215,0.006261471,0.02212252,0.001453724,0.0001642043,0.00007947834,0.0003232781,0.1415363],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01556639,"threshold_uncertainty_score":0.04026937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04040777629395604,"score_gpt":0.1839499024658599,"score_spread":0.1435421261719039,"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."}}