{"id":"W4406842505","doi":"10.4324/9781003562429-10","title":"Insights from career development professionals and academics","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Career development; Engineering ethics; Psychology; Political science; Sociology; Pedagogy; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003628942,0.0004841547,0.0002900762,0.001522448,0.007749782,0.01148131,0.0007567047,0.002388963,0.006185537],"category_scores_gemma":[0.003795869,0.0002597876,0.0002124441,0.002485686,0.01016107,0.006787935,0.005786734,0.004647507,0.001137742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007679314,"about_ca_system_score_gemma":0.004709852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005496357,"about_ca_topic_score_gemma":0.01284619,"domain_scores_codex":[0.9967259,0.002140295,0.0000514301,0.0001291693,0.0005097707,0.0004434377],"domain_scores_gemma":[0.9972712,0.002029666,0.00009704139,0.00006060227,0.000179197,0.000362279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001238223,0.0000695539,0.0008941669,0.0001886588,0.000002456337,0.000849164,0.3613581,0.0001451343,0.0001377585,0.5251897,0.06955741,0.0415955],"study_design_scores_gemma":[0.000003803676,0.00001703955,0.0006616014,0.000494938,0.00000134216,0.0004212117,0.2420848,0.0001352867,0.0000822078,0.04308662,0.7130035,0.00000770621],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04944757,0.02049558,0.00335073,0.1002592,0.001421614,0.00005761836,0.00006972347,0.00005251091,0.8248454],"genre_scores_gemma":[0.6543655,0.0317855,0.003545944,0.0190779,0.0006951485,0.00016159,0.00009581597,0.0001086726,0.2901639],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01148131,"threshold_uncertainty_score":0.05571759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09314343312811683,"score_gpt":0.369604909794357,"score_spread":0.2764614766662402,"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."}}