{"id":"W4403086892","doi":"10.47678/cjhe.v54i1.190395","title":"Book review of \"A Handbook for Supporting Today’s Graduate Students\"","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Graduate students; Sociology; Library science; Psychology; Mathematics education; Engineering ethics; Pedagogy; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005306891,0.0006401697,0.0006363416,0.00184794,0.00206932,0.003338308,0.001095154,0.00112566,0.03805457],"category_scores_gemma":[0.002000626,0.0002963434,0.0004014592,0.003434508,0.0009440729,0.002045019,0.0009698994,0.002844139,0.01917393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004909799,"about_ca_system_score_gemma":0.01240651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08384014,"about_ca_topic_score_gemma":0.2345922,"domain_scores_codex":[0.9993213,0.00005505791,0.00002099563,0.00005917801,0.0004828773,0.0000606688],"domain_scores_gemma":[0.9985631,0.0001860256,0.00005325232,0.00003741684,0.0009707277,0.0001894869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000333669,0.000006930418,0.00002415606,0.0001206665,0.000001254774,0.00002425049,0.00010235,0.00003158158,0.00008518412,0.002797938,0.9594404,0.03736194],"study_design_scores_gemma":[6.573317e-7,0.000002898461,0.0001381914,0.0001576056,0.000001061499,0.00004740108,0.0000616875,0.00001011144,0.00002051887,0.0002902932,0.9992668,0.000002723122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001762095,0.3914088,0.004949489,0.1013749,0.04876929,0.0002108391,0.001624851,0.001095316,0.4488044],"genre_scores_gemma":[0.005109156,0.1426108,0.004777737,0.02291734,0.005944987,0.0001061116,0.001268054,0.0003848912,0.816881],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.08384014,"threshold_uncertainty_score":0.1667042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03343579900156669,"score_gpt":0.3965835574588409,"score_spread":0.3631477584572742,"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."}}