{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04403427,0.0002570243,0.0004388198,0.00349977,0.01352688,0.01282456,0.002346216,0.001791181,0.003380006],"category_scores_gemma":[0.1028364,0.0004390412,0.0004235929,0.004405951,0.00948259,0.006737286,0.02157088,0.003669874,0.0003930014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01724918,"about_ca_system_score_gemma":0.02518695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0127201,"about_ca_topic_score_gemma":0.02039774,"domain_scores_codex":[0.920401,0.05513474,0.002063853,0.00232213,0.01207929,0.007999049],"domain_scores_gemma":[0.9324661,0.02943892,0.005791691,0.005256707,0.009205264,0.01784133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001911949,0.0002580889,0.03271453,0.0004016793,0.00003674544,0.0007244663,0.5550658,0.0007335823,0.001541343,0.1018378,0.005961454,0.3005334],"study_design_scores_gemma":[0.00005407075,0.0005649512,0.1060342,0.001596203,0.00002623913,0.001112155,0.5094274,0.00173204,0.001877812,0.05060895,0.3267626,0.0002032879],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7493858,0.003480569,0.01714906,0.02049247,0.0004477332,0.0008824092,0.000104053,0.0001439525,0.207914],"genre_scores_gemma":[0.9846203,0.0005057528,0.002823926,0.0003543218,0.00003350481,0.0001318965,0.00002906443,0.00003431892,0.01146694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04403427,"threshold_uncertainty_score":0.2328783,"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."}}