{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002078533,0.0001607479,0.0002711018,0.0001316844,0.0002060838,0.00002524031,0.0003881055,0.0003899754,0.00005392355],"category_scores_gemma":[0.0002005587,0.0001082719,0.00009947944,0.001036312,0.0002586406,0.0004355905,0.0001592905,0.0006351469,0.00001302548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006507126,"about_ca_system_score_gemma":0.00007255522,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003961368,"about_ca_topic_score_gemma":0.09245276,"domain_scores_codex":[0.997957,0.0003079095,0.0002789103,0.0003230355,0.0003249588,0.000808201],"domain_scores_gemma":[0.9991634,0.0003980267,0.00007270316,0.0002136116,0.00002646771,0.0001257614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001854604,0.0005422051,0.7588481,0.00002047848,0.000005433173,0.000008383748,0.234007,0.00003304059,0.00000436089,0.002961465,0.00248158,0.0009025243],"study_design_scores_gemma":[0.001856816,0.0000433922,0.7561879,0.0001527552,0.00001363747,0.000001975599,0.1078773,0.00003171738,0.000009413836,0.01239696,0.1210483,0.0003798483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749736,0.0004574618,9.633685e-7,0.01741219,0.0001752045,0.0009294065,0.00001841899,0.00002156691,0.006011184],"genre_scores_gemma":[0.9976038,0.0001337993,0.00007275551,0.0004023602,0.0001777361,0.00002680514,0.00001113453,0.00000879686,0.00156286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1261297,"threshold_uncertainty_score":0.9241076,"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."}}