{"id":"W4376055300","doi":"10.2139/ssrn.4440703","title":"Building Resilient Education Systems: Evidence from Large-Scale Randomized Trials in Five Countries","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","funders":"","keywords":"Scale (ratio); Randomized controlled trial; Psychology; Computer science; Geography; Medicine; Cartography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02113179,0.001706421,0.00588771,0.001107882,0.001101296,0.002922599,0.001629719,0.003211089,0.009962492],"category_scores_gemma":[0.04556051,0.0008419221,0.008335081,0.001993355,0.003010839,0.003725979,0.001999986,0.00446561,0.0006760146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002458698,"about_ca_system_score_gemma":0.004001247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003596578,"about_ca_topic_score_gemma":0.005993312,"domain_scores_codex":[0.9816867,0.01256329,0.002434251,0.001429326,0.0009108916,0.0009755185],"domain_scores_gemma":[0.9710625,0.01994102,0.005038271,0.00157554,0.0008683876,0.001514227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.597729,0.01338448,0.009204279,0.09490209,0.08420736,0.0001757587,0.001143382,0.002954818,0.001177635,0.001821252,0.006007395,0.1872926],"study_design_scores_gemma":[0.8642011,0.04605293,0.01644331,0.02169108,0.04203748,0.00009873183,0.000754539,0.0005233522,0.0007083187,0.001940809,0.005433733,0.0001145611],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6273357,0.3260196,0.006062008,0.01022301,0.003594959,0.01593917,0.003293144,0.000343973,0.007188338],"genre_scores_gemma":[0.9347569,0.04948796,0.005802025,0.002351356,0.0004201588,0.005605244,0.0008790481,0.00004429092,0.000652933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02113179,"threshold_uncertainty_score":0.1117569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05273783961994942,"score_gpt":0.4359996051347676,"score_spread":0.3832617655148182,"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."}}