{"id":"W2802871585","doi":"10.7202/1044483ar","title":"FAREED ZAKARIA. In Defense of a Liberal Education. New York, NY: W. W. Norton &amp; Company. (2015). 208 pp. $23.95 (paperback). (ISBN 978-0-393-24768-8)","year":2017,"lang":"en","type":"article","venue":"McGill Journal of Education / Revue des sciences de l éducation de McGill","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Media studies; Management; Sociology; Political science; Economics","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003061446,0.0003272002,0.0005329133,0.0003333916,0.002814105,0.0004181347,0.001810345,0.0002472172,0.0004545634],"category_scores_gemma":[0.005458191,0.0003193869,0.0002713503,0.001030066,0.001300024,0.001821158,0.00008321396,0.0004214101,0.00009058802],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00248604,"about_ca_system_score_gemma":0.007448221,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01744207,"about_ca_topic_score_gemma":0.01574687,"domain_scores_codex":[0.9960663,0.0006182283,0.001293382,0.0004927239,0.0007897519,0.0007395623],"domain_scores_gemma":[0.9937941,0.0002901366,0.002300954,0.0006464861,0.002132128,0.0008362308],"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":[0.000257368,0.005962173,0.05224824,0.0003579134,0.0001523715,0.000006386061,0.1619162,0.001783326,0.002675708,0.152675,0.550256,0.07170934],"study_design_scores_gemma":[0.0007102238,0.0001491926,0.07310415,0.0007101069,0.0001124265,0.0002671409,0.03903147,0.00008791104,0.0002516432,0.01082759,0.8741806,0.0005675541],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8674737,0.004183525,0.00004442933,0.02806608,0.01247891,0.0008395577,0.00005765418,0.00005269966,0.08680347],"genre_scores_gemma":[0.94663,0.002264311,0.03165789,0.001906849,0.0009473034,0.00003605287,0.00002728752,0.00002937033,0.01650096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3239246,"threshold_uncertainty_score":0.9999258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3089767269570368,"score_gpt":0.4367776969085138,"score_spread":0.127800969951477,"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."}}