{"id":"W7133054542","doi":"","title":"Faculty Intentions, Preparation and Learning Processes Influencing Student Career Development","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Career development; Employability; Underpinning; Lifelong learning; Influencer marketing; Career Pathways; Professional development; Career portfolio; Cognitive Information Processing; Career planning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006784542,0.000228231,0.0002486671,0.001147115,0.00442636,0.00588838,0.000882547,0.001304023,0.008906167],"category_scores_gemma":[0.02985294,0.0002952072,0.0003824282,0.000929388,0.00290058,0.002075596,0.004128017,0.002382684,0.001556282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002132647,"about_ca_system_score_gemma":0.00771281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006289348,"about_ca_topic_score_gemma":0.01020756,"domain_scores_codex":[0.9949303,0.002220032,0.0002273863,0.0003503767,0.001021671,0.001250218],"domain_scores_gemma":[0.9678734,0.01142498,0.004108415,0.0009966469,0.003331972,0.01226458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002238023,0.002436593,0.7404482,0.0003377995,0.00005362001,0.000450326,0.1062701,0.0003606423,0.001427897,0.009486755,0.007091361,0.1314127],"study_design_scores_gemma":[0.00004938232,0.0007876838,0.679206,0.0005276217,0.00005035189,0.0003118465,0.2735143,0.001407245,0.001445644,0.00951991,0.03307216,0.0001078784],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973699,0.0004929242,0.001071527,0.004642022,0.0001088936,0.00008027897,0.00005588555,0.00003800183,0.0198114],"genre_scores_gemma":[0.9954686,0.0002910174,0.0004362061,0.0004020969,0.00001937922,0.00003249903,0.00003833662,0.000009451192,0.003302476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008906167,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05478300284246422,"score_gpt":0.44953005343063,"score_spread":0.3947470505881658,"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."}}