{"id":"W1522719907","doi":"","title":"In/stability, In/security & In/visibility: Tensions at Work for Tenured & Tenure Stream Faculty in the Neoliberal Academy","year":2012,"lang":"en","type":"article","venue":"Workplace","topic":"University Challenges and Reforms","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Visibility; Work (physics); Sociology; Political science; Public administration; Engineering; Geography; Meteorology; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0105264,0.0001632076,0.0004796028,0.002501276,0.03162042,0.01993674,0.002213423,0.003473251,0.009321186],"category_scores_gemma":[0.02107613,0.0003364647,0.0003513803,0.002739267,0.02398459,0.00838104,0.01507435,0.005931072,0.0007284786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01374156,"about_ca_system_score_gemma":0.0212847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02372338,"about_ca_topic_score_gemma":0.04964844,"domain_scores_codex":[0.9868162,0.005596049,0.0004302467,0.0006481201,0.001624201,0.004885129],"domain_scores_gemma":[0.9765478,0.005019507,0.001333437,0.0006923151,0.001932236,0.01447473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003130807,0.0005812467,0.1017913,0.0001200358,0.00003207074,0.0007217469,0.5882888,0.0002804134,0.001079739,0.2201555,0.01489538,0.07174072],"study_design_scores_gemma":[0.00003353041,0.00008165001,0.06966914,0.0001067165,0.00001037399,0.0001884386,0.8597273,0.0002601142,0.000244451,0.03952102,0.03010735,0.00004986469],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8863503,0.0007199206,0.0005619139,0.06241063,0.0002125919,0.0000151332,0.00004668964,0.00002075671,0.04966201],"genre_scores_gemma":[0.9976103,0.00006369269,0.0000585512,0.0006000138,0.00003232696,0.000005416585,0.000005300408,0.000008240635,0.001616091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9683796,"threshold_uncertainty_score":0.09970248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06716481213810935,"score_gpt":0.3447228491083528,"score_spread":0.2775580369702435,"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."}}