{"id":"W4406705902","doi":"10.53379/cjcd.2025.431","title":"Career Development Practices: What Theories and Models Have to Offer","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Career Development","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Career development; Psychology; Engineering ethics; Sociology; Social psychology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02295154,0.001378979,0.001587667,0.005158931,0.007142979,0.02404615,0.004518703,0.006385074,0.00899901],"category_scores_gemma":[0.03987934,0.001074992,0.001497439,0.005416599,0.01043587,0.03442998,0.00546425,0.006627173,0.003156679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01296107,"about_ca_system_score_gemma":0.02292673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01555686,"about_ca_topic_score_gemma":0.02130795,"domain_scores_codex":[0.9875202,0.00712799,0.0006403491,0.0008858352,0.002273264,0.001552199],"domain_scores_gemma":[0.9668932,0.02047395,0.002555726,0.002542195,0.004252823,0.003282048],"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":[0.0001012648,0.0004352255,0.02413355,0.003502755,0.00009362382,0.0005565024,0.07276624,0.001657665,0.0002792179,0.6237311,0.02885229,0.2438907],"study_design_scores_gemma":[0.00003329397,0.00009400678,0.01040616,0.01346837,0.00006394464,0.0007302286,0.1567447,0.003953923,0.0002631504,0.659785,0.1543152,0.0001420847],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0775571,0.08341536,0.04937369,0.6365488,0.002003129,0.0003123129,0.0008302948,0.0004482812,0.149511],"genre_scores_gemma":[0.8268664,0.08572,0.06132686,0.0134345,0.0005390334,0.0009248438,0.0009441965,0.0002257977,0.01001827],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02404615,"threshold_uncertainty_score":0.1213808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07174702020951826,"score_gpt":0.3284747321328415,"score_spread":0.2567277119233232,"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."}}