{"id":"W4386758600","doi":"10.1093/ccc/tcad030","title":"“We are disposable”: precarity, mobility, and inequity in higher education’s gig academy","year":2023,"lang":"en","type":"article","venue":"Communication Culture and Critique","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Simon Fraser University","funders":"","keywords":"Precarity; Autoethnography; Sociology; Pandemic; Inequality; Coronavirus disease 2019 (COVID-19); Higher education; Gender studies; Political science; Public relations; Law; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0009130901,0.00008540937,0.0001128891,0.00006248717,0.0006483299,0.0001539585,0.0002490961,0.0001506671,0.0002107811],"category_scores_gemma":[0.0001760274,0.00008320422,0.00001869675,0.0004031867,0.0001915394,0.0004707098,0.000183467,0.0003771698,0.00001780477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006979053,"about_ca_system_score_gemma":0.0000975294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006470028,"about_ca_topic_score_gemma":0.001867847,"domain_scores_codex":[0.998754,0.0005727525,0.0001798257,0.0001885712,0.0001390761,0.0001657851],"domain_scores_gemma":[0.9992822,0.0002290218,0.00006463889,0.0002387708,0.00007851606,0.000106787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001010144,0.0004768312,0.102766,0.0001593426,0.0000178782,4.380744e-7,0.1095791,0.000003217465,0.00006640558,0.6564025,0.1153685,0.01514971],"study_design_scores_gemma":[0.00008433541,0.000005496236,0.2487858,0.00006663944,0.000006860897,2.710553e-7,0.02070982,0.000002312617,0.000006133406,0.03436314,0.6958786,0.0000906161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2734399,0.0197212,0.00001013093,0.5622372,0.0004629703,0.001028222,0.00002354845,0.0003054566,0.1427714],"genre_scores_gemma":[0.9484563,0.02507696,0.0001960298,0.001674299,0.00008925522,0.0001982115,0.00003330294,0.000006884121,0.02426874],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6750165,"threshold_uncertainty_score":0.4986495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1290644071414287,"score_gpt":0.4337342651187284,"score_spread":0.3046698579772997,"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."}}