{"id":"W4281851927","doi":"10.1017/9781108979146.033","title":"About Precarious Faculty and Their Digital Disruption","year":2022,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Salary; Precarious work; Higher education; Work (physics); Political science; Precarity; Pandemic; Coronavirus disease 2019 (COVID-19); Sociology; Demographic economics; Medical education; Engineering; Medicine; Law; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001007954,0.0002698159,0.0001816783,0.001313175,0.01485015,0.008467001,0.000843056,0.001580253,0.007591738],"category_scores_gemma":[0.001886354,0.0001501111,0.0001743566,0.002756928,0.02467261,0.004313447,0.002900233,0.003050115,0.0009385063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05111987,"about_ca_system_score_gemma":0.04243478,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7869165,"about_ca_topic_score_gemma":0.8787178,"domain_scores_codex":[0.9987859,0.0001524917,0.00001409083,0.00007819891,0.0004313551,0.000538042],"domain_scores_gemma":[0.9992799,0.0001186602,0.00004627813,0.0000516484,0.0001726795,0.0003309004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001467024,0.00001172215,0.001582153,0.00005464248,0.000003891149,0.000379081,0.09010952,0.0002465404,0.0002023625,0.7189953,0.1393045,0.04909554],"study_design_scores_gemma":[0.000002496489,0.000005429763,0.002306253,0.0001143385,0.000002644834,0.0001284367,0.03504064,0.00006316028,0.00008224364,0.032688,0.9295523,0.00001404975],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03596774,0.03119708,0.000957976,0.1329999,0.001613451,0.00002730208,0.0001436128,0.00009338668,0.7969997],"genre_scores_gemma":[0.6309105,0.02802106,0.0006966894,0.01755983,0.0006702649,0.00002277291,0.0001012584,0.00009058134,0.3219271],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9851499,"threshold_uncertainty_score":0.4286768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02486859338310423,"score_gpt":0.2444017801388013,"score_spread":0.2195331867556971,"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."}}