{"id":"W1927731015","doi":"10.47678/cjhe.v44i1.2311","title":"Relationships matter: Supporting Aboriginal graduate students in British Columbia, Canada","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College; University of British Columbia","funders":"Ministry of Advanced Education","keywords":"Mentorship; Indigenous; Peer mentoring; Sociology; Accountability; Institution; Graduate students; Higher education; Medical education; Graduate education; Public relations; Pedagogy; Political science; Psychology; Medicine; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001582055,0.0000565511,0.000137342,0.0001476787,0.002523422,0.0003622049,0.000284878,0.00007549104,0.0009600133],"category_scores_gemma":[0.00002125955,0.00008518785,0.00002808513,0.0003091481,0.00007608654,0.0002826271,2.515789e-7,0.0003213692,0.00001681278],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001511254,"about_ca_system_score_gemma":0.1588758,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9998185,"about_ca_topic_score_gemma":0.9999992,"domain_scores_codex":[0.9981689,0.0004162189,0.0004699041,0.0001138946,0.0003826244,0.0004484255],"domain_scores_gemma":[0.9983475,0.0000808904,0.0003544248,0.00009397931,0.000418962,0.0007042228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[4.689957e-7,0.00003105562,0.9341357,0.00001029989,0.000004554757,0.000006410099,0.0271358,0.00000285671,5.376333e-8,0.001421851,0.03700372,0.0002472599],"study_design_scores_gemma":[0.00005609995,0.000006918504,0.5062774,0.00004493878,0.000005554986,0.000009750239,0.002520515,1.162566e-7,1.735579e-7,0.0007595666,0.490264,0.00005494193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718009,0.0003041945,0.000002456154,0.00169497,0.004807512,0.0001671556,0.000004507742,0.000002855397,0.02121551],"genre_scores_gemma":[0.9504914,0.00008643365,0.00009704562,0.0002983002,0.00108036,0.000001598907,0.000008694701,0.00001050324,0.04792571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4532603,"threshold_uncertainty_score":0.9999533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01638546693732406,"score_gpt":0.3137090252823305,"score_spread":0.2973235583450064,"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."}}