{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001692964,0.0001383754,0.0002184533,0.0003548354,0.0006748987,0.0005240986,0.0003430622,0.00009515703,0.0001861005],"category_scores_gemma":[0.0005407195,0.0001286541,0.00003657312,0.0002899021,0.0001608782,0.0006893022,0.00003182417,0.0001763193,0.00001218443],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001200381,"about_ca_system_score_gemma":0.02020414,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007238038,"about_ca_topic_score_gemma":0.3483035,"domain_scores_codex":[0.998364,0.000155745,0.0004564623,0.0001916692,0.0004200746,0.0004120445],"domain_scores_gemma":[0.9976196,0.0001263849,0.000202243,0.0001358649,0.0009092441,0.001006641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003313754,0.00003732749,0.153167,0.0000553108,0.0002267084,0.00003564245,0.6883215,0.00008899072,0.00000696924,0.02199821,0.01648207,0.1195471],"study_design_scores_gemma":[0.0001609077,0.00001243418,0.05284036,0.000194543,0.00001882095,0.000003845557,0.04743997,6.415859e-7,0.0001881733,0.003090807,0.8958567,0.0001928098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9318593,0.00346596,0.002790902,0.03723292,0.003617889,0.0005448866,0.000003896785,0.00002004263,0.02046423],"genre_scores_gemma":[0.9832952,0.00006303303,0.008246803,0.002574053,0.00009873745,0.00001814149,0.000002111678,0.00000931868,0.005692626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8793746,"threshold_uncertainty_score":0.9993728,"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."}}