{"id":"W3186275364","doi":"10.26522/brocked.v30i2.873","title":"From Elite to Expendable","year":2021,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; University of British Columbia; Université de Montréal; University of Toronto","keywords":"Periodization; Elite; Political science; Diversity (politics); Coronavirus disease 2019 (COVID-19); Work (physics); Narrative; Sociology; Public relations; Politics; History; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001973945,0.00005212903,0.0000636716,0.00005437932,0.0007722122,0.0003880458,0.0001393241,0.00003239203,0.01715734],"category_scores_gemma":[0.000585618,0.00005600432,0.00004131116,0.0002562711,0.00001080468,0.0004298729,0.00002038772,0.0001570092,0.0007387847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001835146,"about_ca_system_score_gemma":0.003107567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007076451,"about_ca_topic_score_gemma":0.0001961952,"domain_scores_codex":[0.9989867,0.0002370637,0.0001735037,0.0001284904,0.0002927092,0.0001815404],"domain_scores_gemma":[0.9989171,0.00007527868,0.00007562224,0.0001248702,0.0003446797,0.0004624622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003866617,0.000234778,0.001286358,0.000001287721,0.00001666246,0.000002020663,0.03654828,0.00001928359,0.0008176583,0.00308418,0.8825576,0.07542806],"study_design_scores_gemma":[0.00005215058,0.000004217627,0.005623837,0.00002087315,0.00000723181,0.000006289716,0.07865518,1.981577e-7,0.0001556096,0.003298888,0.9121077,0.00006783759],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5074937,0.003477916,0.005971849,0.1501272,0.02693243,0.0002782675,0.00001035846,0.00009231234,0.305616],"genre_scores_gemma":[0.5919558,0.001622968,0.02616592,0.01361217,0.01448332,0.00005086664,0.00003296108,0.00002721247,0.3520488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.136515,"threshold_uncertainty_score":0.9837411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04233527682559481,"score_gpt":0.3835458110542887,"score_spread":0.3412105342286939,"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."}}