{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001922892,0.0003737137,0.0003897409,0.00311408,0.01273767,0.01135186,0.001308563,0.001076963,0.02738868],"category_scores_gemma":[0.003965832,0.0001944657,0.0002198877,0.002867247,0.0109768,0.003707119,0.007668171,0.002879271,0.003162571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02072059,"about_ca_system_score_gemma":0.01579029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2401089,"about_ca_topic_score_gemma":0.3104509,"domain_scores_codex":[0.9971355,0.0002655523,0.00005002854,0.0003836172,0.000829076,0.001336209],"domain_scores_gemma":[0.9977707,0.0001560055,0.0001243663,0.0001714042,0.0004042564,0.001373227],"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":[0.0001087557,0.00008368492,0.008312698,0.0001080375,0.00001446171,0.0004264344,0.06500492,0.0001879732,0.0009089099,0.7911896,0.04045104,0.09320363],"study_design_scores_gemma":[0.00001753791,0.00008475085,0.01262559,0.0002136404,0.00001479035,0.0001519165,0.03080128,0.0002122386,0.0003465852,0.0301562,0.9253505,0.00002486968],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1795741,0.002455486,0.003135874,0.0152954,0.0006014637,0.00009334789,0.000276106,0.0001866531,0.7983815],"genre_scores_gemma":[0.7873148,0.00143419,0.0006096857,0.002788907,0.0002480144,0.00003707516,0.000137786,0.0001364959,0.207293],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2401089,"threshold_uncertainty_score":0.4774227,"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."}}