{"id":"W2942714373","doi":"10.5539/ies.v12n5p35","title":"School Engagement for Avoiding Dropout in Middle School Education","year":2019,"lang":"en","type":"article","venue":"International Education Studies","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidad de La Sabana","keywords":"Psychology; Attendance; Dropout (neural networks); Metacognition; Cognition; Developmental psychology; School dropout; Mathematics education; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001445436,0.0002906953,0.0003203722,0.0007914773,0.00126335,0.001728517,0.0006012614,0.000635418,0.002762531],"category_scores_gemma":[0.003350529,0.0001145119,0.0005332406,0.0005415998,0.0003663916,0.0006515681,0.001769091,0.0009144276,0.000213099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007933174,"about_ca_system_score_gemma":0.001691305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002872243,"about_ca_topic_score_gemma":0.008957045,"domain_scores_codex":[0.9990346,0.0003598991,0.00006583533,0.00007121933,0.0001886157,0.0002797541],"domain_scores_gemma":[0.998204,0.0002059338,0.0005897009,0.00005907701,0.0001564537,0.0007848135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001532338,0.00254266,0.8441357,0.0003610881,0.0001175103,0.0002141176,0.004350213,0.0001159406,0.001051018,0.001479332,0.001659147,0.1438201],"study_design_scores_gemma":[0.0000111806,0.0003012588,0.990783,0.0001813978,0.00008046455,0.00008801975,0.004477679,0.0001787917,0.0003017937,0.0006483955,0.002937655,0.00001035195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873833,0.00118095,0.0007759818,0.001115633,0.00003735159,0.0001031905,0.00007376267,0.00003413763,0.009295824],"genre_scores_gemma":[0.9976103,0.000439745,0.0009709786,0.00006559468,0.00001328728,0.00003887075,0.00006130024,0.000002882117,0.000797078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002872243,"threshold_uncertainty_score":0.009241581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09492140883338226,"score_gpt":0.4368841637823251,"score_spread":0.3419627549489428,"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."}}