{"id":"W4414156219","doi":"10.53379/cjcd.2025.450","title":"An Experientially-Mediated Career Development Group Increases Core Competencies and Career Readiness in University Students","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Career Development","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Mount Saint Vincent University","funders":"","keywords":"Career development; Experiential learning; Core competency; Intervention (counseling); Confusion; Career counseling; Presentation (obstetrics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001106684,0.0001647441,0.0002874006,0.0006120228,0.0005880647,0.0001471007,0.0006153365,0.0001218194,0.0001812243],"category_scores_gemma":[0.0001916522,0.0001744387,0.00003585529,0.0006122504,0.0003046604,0.0002811181,0.0000471582,0.0001873951,0.00000395636],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001875371,"about_ca_system_score_gemma":0.01076906,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05415032,"about_ca_topic_score_gemma":0.7361523,"domain_scores_codex":[0.9981123,0.0002208681,0.0004530432,0.0002370345,0.0005410394,0.0004357157],"domain_scores_gemma":[0.9980507,0.00008435648,0.0001303928,0.0001457416,0.0006718887,0.0009168595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000191538,0.00006236419,0.9118382,0.00001588945,0.0000498498,0.00007793796,0.08421943,0.000003765256,0.0000197994,0.0004007396,0.000922178,0.002370655],"study_design_scores_gemma":[0.0004514332,0.00001647488,0.7546849,0.0001026576,0.00001252145,0.000002469337,0.03592663,3.436134e-7,0.00003469208,0.00002763129,0.2085719,0.0001683719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974734,0.0003667478,0.00006115479,0.0003872331,0.0007116101,0.0002030589,0.00001129105,0.00001282355,0.0007726353],"genre_scores_gemma":[0.9974269,0.00002491931,0.001628373,0.000233284,0.00004407005,0.000004596342,0.0000269878,0.000008201625,0.0006026802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6820019,"threshold_uncertainty_score":0.994839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0369810879811704,"score_gpt":0.2894553192607675,"score_spread":0.2524742312795971,"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."}}