{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005291272,0.00009267537,0.0001109138,0.0001075836,0.0008389017,0.00003835783,0.0003293483,0.00007308483,0.00002200353],"category_scores_gemma":[0.0004429623,0.00006816734,0.00002532939,0.0008112148,0.0006028123,0.000142146,0.0001486289,0.0002286651,6.624596e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005475836,"about_ca_system_score_gemma":0.003590599,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09402417,"about_ca_topic_score_gemma":0.001903845,"domain_scores_codex":[0.9987877,0.0001763213,0.0002175785,0.0001805694,0.0003535364,0.0002843134],"domain_scores_gemma":[0.9994864,0.00008103725,0.0001374123,0.0001393105,0.00005916216,0.0000966834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001399743,0.000092177,0.02078712,0.00002470058,0.000005982252,5.437823e-8,0.04739164,0.00003417791,0.00004727329,0.8790697,0.02983543,0.02269774],"study_design_scores_gemma":[0.0001393296,0.00004570366,0.386419,0.00002101177,0.000008068141,0.0000108743,0.1650203,0.000005984156,0.00001465474,0.1781181,0.2700585,0.0001384853],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8672329,0.004353899,3.253914e-7,0.1041673,0.0003935103,0.0003064561,0.00003630404,0.00001345493,0.02349594],"genre_scores_gemma":[0.9908627,0.003112877,0.00005064658,0.003082477,0.001046601,0.00007916338,0.000006656504,0.000004653009,0.001754279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7009516,"threshold_uncertainty_score":0.9120088,"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."}}