{"id":"W2063328681","doi":"10.1016/j.ijedudev.2003.10.003","title":"Evaluation of education quality and neighbourhood well-being: a case study of Independencia, Peru","year":2003,"lang":"en","type":"article","venue":"International Journal of Educational Development","topic":"School Choice and Performance","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Ford Foundation","keywords":"Neighbourhood (mathematics); Transparency (behavior); Context (archaeology); Quality (philosophy); Information system; Public relations; Knowledge management; Business; Political science; Geography; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005262549,0.00008016604,0.0001512103,0.0002971861,0.0001297476,0.0000348614,0.00021301,0.00004676137,0.0008988288],"category_scores_gemma":[0.001731399,0.00007798184,0.00003938738,0.0001743424,0.00005703413,0.0003800333,0.00001914197,0.0001174371,0.000003554993],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003910519,"about_ca_system_score_gemma":0.007729348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001012008,"about_ca_topic_score_gemma":0.001625274,"domain_scores_codex":[0.9964476,0.0004507646,0.0007742614,0.0001129349,0.002122162,0.00009230922],"domain_scores_gemma":[0.994082,0.0002808621,0.0007939858,0.00007250322,0.004677336,0.00009336365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004135309,0.002788375,0.8499094,0.00001793011,0.0003713382,0.000004192254,0.09613657,0.0001177686,0.0001013053,0.01571525,0.0003297657,0.03446681],"study_design_scores_gemma":[0.001289024,0.0001092304,0.8846897,0.0001137332,0.0001047134,0.0003226677,0.1006689,0.0000118853,0.00063544,0.009127636,0.002770027,0.0001569504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982876,0.0002322796,0.00002234505,0.0008753545,0.001363536,0.0001818645,9.026748e-7,0.000001249627,0.01444648],"genre_scores_gemma":[0.9980842,0.0000456751,0.001281339,0.0000755718,0.0002934451,0.00001412698,0.00000241963,0.000004387106,0.0001988396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03478042,"threshold_uncertainty_score":0.9978959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07513636404766777,"score_gpt":0.4399895065737855,"score_spread":0.3648531425261178,"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."}}