{"id":"W4386182437","doi":"10.59962/9780774850193-006","title":"Teaching and Research at Canadian Universities","year":2007,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics education; Political science; Sociology; Library science; Psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00359668,0.0005996747,0.0006512617,0.004359229,0.0225186,0.01578892,0.002173835,0.003486095,0.04735565],"category_scores_gemma":[0.006617317,0.001026362,0.0004737227,0.0130819,0.006379788,0.003463381,0.003308305,0.003255956,0.005043021],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1985077,"about_ca_system_score_gemma":0.3931409,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9912286,"about_ca_topic_score_gemma":0.9981488,"domain_scores_codex":[0.9940284,0.0006005063,0.0001248048,0.0003407297,0.002676531,0.002229001],"domain_scores_gemma":[0.9904113,0.0008968845,0.0002026759,0.0003839168,0.003562328,0.004542782],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005092819,0.00005073733,0.003589909,0.000320472,0.00001240617,0.0003085331,0.01071743,0.0005494384,0.0005393737,0.2647478,0.5497369,0.1693759],"study_design_scores_gemma":[0.000004736536,0.000006752133,0.005930767,0.0001946869,0.00000586154,0.00005308903,0.003920594,0.0001415043,0.0001386532,0.004650358,0.9849294,0.00002358295],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01841454,0.04150946,0.001062402,0.07421617,0.001865871,0.00008056345,0.001384974,0.0002867612,0.8611793],"genre_scores_gemma":[0.1455577,0.01917061,0.001890176,0.003757156,0.0002159307,0.00003259783,0.0004274332,0.0001861279,0.8287624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9964033,"threshold_uncertainty_score":0.9296174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04288692056032399,"score_gpt":0.2766410699437912,"score_spread":0.2337541493834672,"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."}}