{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001129254,0.0001216135,0.0001456292,0.0003662259,0.0003639425,0.0001410759,0.0002765941,0.00005341239,0.001119741],"category_scores_gemma":[0.00418635,0.0001299933,0.00006079281,0.0002618447,0.0000524902,0.0004434855,0.00005121892,0.0001684399,0.0007638451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299331,"about_ca_system_score_gemma":0.005039207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007883607,"about_ca_topic_score_gemma":0.0005317164,"domain_scores_codex":[0.9985684,0.0001368177,0.0003635761,0.0003074246,0.0004023435,0.0002214467],"domain_scores_gemma":[0.9978154,0.0002986051,0.0001563719,0.0001419835,0.001457403,0.0001302452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003154808,0.0009090974,0.6687211,0.00006719196,0.0001856484,9.355976e-8,0.07355682,0.00003395908,0.00008783472,0.1047514,0.1183034,0.03335185],"study_design_scores_gemma":[0.0003591854,0.00001856562,0.1077005,0.0002373779,0.000009453328,4.916426e-7,0.2615398,0.000008799636,0.00006170564,0.01359117,0.6162494,0.0002235585],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8820741,0.001766654,0.0001027793,0.01948786,0.02055547,0.001149418,0.000004581758,0.00006696003,0.07479217],"genre_scores_gemma":[0.9304799,0.0005821589,0.003651793,0.002388054,0.001041789,0.000592429,0.00004267181,0.00001324385,0.06120797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5610206,"threshold_uncertainty_score":0.9997934,"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."}}