{"id":"W2148446303","doi":"","title":"Permanently Precarious? Contingent Academic Faculty Members, Professional Identity and Institutional Change in Quebec Universities","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commodification; Higher education; Identity (music); Sociology; Neoliberalism (international relations); Public relations; Political science; Pedagogy; Social science; Economics; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002949195,0.0001568501,0.0001812624,0.0001441766,0.0004346664,0.00005356721,0.0002085875,0.0003676894,0.001430366],"category_scores_gemma":[0.00002089156,0.0001556445,0.00003804308,0.0001773918,0.000128004,0.00109294,0.00003780013,0.0003388387,0.00003431796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006479399,"about_ca_system_score_gemma":0.002617053,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4372786,"about_ca_topic_score_gemma":0.8100172,"domain_scores_codex":[0.998587,0.00008178669,0.0002350508,0.0002815484,0.0005737676,0.000240869],"domain_scores_gemma":[0.9994799,0.00002354002,0.00019418,0.00005866475,0.00013935,0.0001043094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00005826305,0.0001049669,0.09739348,0.0001168201,0.00004160927,0.00000852512,0.752306,3.991003e-7,0.000008788061,0.1379072,0.005490096,0.006563846],"study_design_scores_gemma":[0.0002175556,0.000003799747,0.7999119,0.0002467125,0.00001560348,2.505365e-7,0.05779192,0.000001350283,0.00001695267,0.0003196044,0.1412416,0.0002327554],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9470289,0.0008105885,0.000002037813,0.0004602984,0.002142549,0.0004811573,0.00002855017,0.00003886775,0.04900705],"genre_scores_gemma":[0.5224172,0.0009640126,0.000125667,0.0002548422,0.0002540995,0.00009209986,0.0008111816,0.000008829998,0.4750721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7025185,"threshold_uncertainty_score":0.9994825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05727018806746722,"score_gpt":0.3845769567082347,"score_spread":0.3273067686407675,"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."}}