{"id":"W2061560925","doi":"10.1080/1356251042000195376","title":"The restructuring of higher education and part-time instructors: a theoretical and political analysis of undergraduate teaching in Canada","year":2004,"lang":"en","type":"article","venue":"Teaching in Higher Education","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Restructuring; Mandate; Politics; Higher education; Quality (philosophy); Mathematics education; Political science; State (computer science); Globalization; Sociology; Psychology; Law; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001357626,0.0002442007,0.0004025857,0.002956664,0.02099535,0.008542946,0.002016018,0.00157268,0.007139909],"category_scores_gemma":[0.004680099,0.0002849308,0.0003910621,0.005059441,0.008235035,0.001369531,0.002895788,0.002400297,0.0003037699],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2044214,"about_ca_system_score_gemma":0.1640465,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.993917,"about_ca_topic_score_gemma":0.9964812,"domain_scores_codex":[0.9963037,0.0003151478,0.00004432096,0.0001513322,0.0009834935,0.002202024],"domain_scores_gemma":[0.9955291,0.0007740424,0.0003432718,0.00008233767,0.00121101,0.0020602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001991244,0.0002780129,0.1143259,0.0002003205,0.00002580986,0.001146924,0.2070367,0.002209303,0.001578907,0.5942622,0.01164619,0.06709056],"study_design_scores_gemma":[0.00004578113,0.00007568626,0.3969274,0.000297661,0.00004448963,0.0002531102,0.4437857,0.006697944,0.0005639358,0.01496667,0.1362168,0.0001248396],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8672624,0.00117229,0.0007021,0.009553174,0.00004905287,0.00008794875,0.0002372545,0.00001574121,0.12092],"genre_scores_gemma":[0.9887475,0.0004307731,0.0001615247,0.0002796066,0.00000987518,0.00001207122,0.00005791171,0.000008233383,0.0102925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7955786,"threshold_uncertainty_score":0.9227584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01753095176134969,"score_gpt":0.3265728858818519,"score_spread":0.3090419341205022,"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."}}