{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001344024,0.0003940106,0.0003585079,0.0001933917,0.002143661,0.001120748,0.0002481551,0.0003433937,0.0003653898],"category_scores_gemma":[0.0009391349,0.0003997173,0.00007630954,0.0008638148,0.0001940821,0.0003059594,0.00008640619,0.0007455633,0.000262137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005804532,"about_ca_system_score_gemma":0.004153889,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002832034,"about_ca_topic_score_gemma":0.01802772,"domain_scores_codex":[0.9965759,0.0003460367,0.0006371617,0.0008568165,0.001151253,0.0004328616],"domain_scores_gemma":[0.9980143,0.0001475365,0.000326338,0.0001673985,0.001093073,0.0002513376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000021628,0.0001112047,0.03232483,0.001182184,0.0001054815,9.971714e-7,0.962896,0.00005544629,0.0001324452,0.0001507479,0.0003785195,0.002640484],"study_design_scores_gemma":[0.0001542111,0.00008354258,0.1140738,0.0009273189,0.0002005839,0.000001109344,0.6867216,0.00001380037,0.0006216152,0.0001098713,0.1964655,0.0006271438],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885964,0.001892616,0.00005661104,0.0005817033,0.001321291,0.000826129,0.000001978772,0.0001865355,0.006536759],"genre_scores_gemma":[0.9072001,0.0002399553,0.0006083993,0.00003761929,0.0001839306,0.0002433676,0.000387891,0.00003370748,0.09106504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2761745,"threshold_uncertainty_score":0.9999162,"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."}}