{"id":"W4225093793","doi":"10.1177/14782103211069002","title":"PISA, global reference societies, and policy borrowing: The promises and pitfalls of ‘academic resilience’","year":2022,"lang":"en","type":"article","venue":"Policy Futures in Education","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Disadvantaged; Psychological resilience; Academic achievement; Resilience (materials science); International comparisons; Reading (process); Political science; Sociology; Economic growth; Development economics; Mathematics education; Psychology; Pedagogy; Social psychology; Economics; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.02935212,0.0007303951,0.0008480929,0.004779614,0.007209013,0.02032903,0.00220387,0.00664105,0.007498343],"category_scores_gemma":[0.03225848,0.0003167061,0.0005542836,0.007613557,0.03868063,0.02632504,0.024994,0.009542574,0.0006529992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009984834,"about_ca_system_score_gemma":0.0181626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01066956,"about_ca_topic_score_gemma":0.009942829,"domain_scores_codex":[0.9846661,0.008810098,0.0006387543,0.001434762,0.002327532,0.002122646],"domain_scores_gemma":[0.980413,0.01059764,0.001869863,0.003157237,0.001956837,0.002005425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001223166,0.000009670853,0.0008906001,0.00009458877,0.000008787325,0.00007083276,0.006446083,0.0001576803,0.00003648287,0.9618634,0.009914345,0.02049531],"study_design_scores_gemma":[0.00001114573,0.00003593382,0.006009868,0.001180943,0.00001957048,0.000159975,0.02744227,0.0003129607,0.0002403767,0.6555746,0.3089677,0.00004471495],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02750882,0.02465503,0.005090228,0.7135133,0.001681793,0.00003859237,0.0002337089,0.0001240459,0.2271546],"genre_scores_gemma":[0.924825,0.01544047,0.004322575,0.04096096,0.001674153,0.0001617311,0.0002527883,0.0001227898,0.01223961],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02935212,"threshold_uncertainty_score":0.1552308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01491729399535381,"score_gpt":0.376411651211855,"score_spread":0.3614943572165012,"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."}}