{"id":"W18212392","doi":"","title":"The process and diversity of mentoring at Victoria University","year":2004,"lang":"en","type":"dissertation","venue":"Victoria University Research Repository (Victoria University)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Victoria University; McGill University","keywords":"Diversity (politics); Political science; Higher education; Pedagogy; Library science; Medical education; Sociology; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001951494,0.0005280075,0.0007071315,0.001446958,0.01459475,0.0002222644,0.002578164,0.001055074,0.00007381743],"category_scores_gemma":[0.000317332,0.0006056142,0.0003483105,0.003151675,0.001409695,0.001026915,0.001099464,0.001240225,0.00003158267],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007455815,"about_ca_system_score_gemma":0.004660259,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03318843,"about_ca_topic_score_gemma":0.02583999,"domain_scores_codex":[0.9925585,0.002178175,0.0003999915,0.001122712,0.002471407,0.001269264],"domain_scores_gemma":[0.9934525,0.001135686,0.0007890912,0.0008838724,0.002788822,0.0009499899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004604807,0.0005345903,0.1137673,0.001213041,0.001494715,0.0007652272,0.3438436,0.00002396661,0.00266946,0.5239685,0.00684002,0.0002747508],"study_design_scores_gemma":[0.001244406,0.0001379533,0.003775095,0.0003004147,0.0002297373,0.000004610455,0.1939468,0.000001820561,0.0003988661,0.0002279193,0.7991877,0.0005446993],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7445045,0.0003026862,0.000004119807,0.0002575319,0.008114799,0.001105324,0.00008950337,0.0001714293,0.2454501],"genre_scores_gemma":[0.6993816,0.002047551,0.00001793998,0.000002269027,0.001482031,4.652597e-7,0.00007041812,0.00004102907,0.2969567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7923476,"threshold_uncertainty_score":0.9996395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03222494426716133,"score_gpt":0.32979002475863,"score_spread":0.2975650804914686,"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."}}