{"id":"W7018493544","doi":"","title":"Development of Peer Advisorsâ Competencies and Career Clarity in the St. George Career Centre at the University of Toronto","year":2016,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"CLARITY; Career development; George (robot); Experiential learning; Career planning; Professional development; Desk","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":[0.003032506,0.0002095128,0.0002606311,0.00083383,0.01156855,0.002732953,0.0009864174,0.0009622029,0.003773045],"category_scores_gemma":[0.006660446,0.0002495419,0.0001874345,0.0007351756,0.003625547,0.0009569922,0.002875551,0.001355538,0.0002755732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01745673,"about_ca_system_score_gemma":0.02289276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2724217,"about_ca_topic_score_gemma":0.6204439,"domain_scores_codex":[0.9961986,0.001605261,0.0001028206,0.0001834643,0.0008327635,0.001077127],"domain_scores_gemma":[0.9915343,0.001731426,0.0008091581,0.0001517357,0.001469623,0.00430378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001046258,0.000193624,0.07433269,0.0002359427,0.0000133626,0.006766003,0.8765923,0.0001827665,0.00225781,0.002993081,0.004918463,0.0314094],"study_design_scores_gemma":[0.000007850741,0.000249674,0.06453873,0.0001436883,0.000008862386,0.001201501,0.9027395,0.0001398131,0.0006750104,0.0001455708,0.03012072,0.00002903507],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914339,0.0003665722,0.0001456824,0.0009928307,0.0000339036,0.00005221818,0.00002213479,0.000005281938,0.006947474],"genre_scores_gemma":[0.9954646,0.0002618383,0.0002134913,0.00009659733,0.000007675685,0.00001340601,0.00001215287,0.000002263752,0.003927924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2724217,"threshold_uncertainty_score":0.541672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02499542196242585,"score_gpt":0.2709475447420787,"score_spread":0.2459521227796529,"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."}}