{"id":"W2907264834","doi":"10.5539/ies.v12n1p90","title":"Student Profiles and Academic Achievement in Mexican Middle Schools","year":2018,"lang":"en","type":"article","venue":"International Education Studies","topic":"Educational Outcomes and Influences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic achievement; Psychology; Mathematics education; Cluster (spacecraft); Sample (material); Test (biology); Student achievement; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0005281774,0.00007878747,0.0001041705,0.0001517239,0.0002575796,0.00005705485,0.0002290522,0.00003786975,0.0001161409],"category_scores_gemma":[0.0007509167,0.00007046905,0.0000207688,0.0001698035,0.0003262136,0.0003147837,0.00007273885,0.0001164004,0.00005717203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002666029,"about_ca_system_score_gemma":0.0004121079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009074778,"about_ca_topic_score_gemma":0.0009355048,"domain_scores_codex":[0.9989443,0.00006514318,0.0002553252,0.0001934425,0.0003955904,0.0001461954],"domain_scores_gemma":[0.9988416,0.0001243597,0.0001022145,0.00006287896,0.0008085481,0.00006036227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006363647,0.0001380089,0.8378171,0.000005320713,0.00005446683,1.156435e-7,0.03175791,6.840672e-7,0.00003580807,0.1198717,0.004863406,0.005449042],"study_design_scores_gemma":[0.0001069107,0.00002542254,0.6549857,0.00009005563,0.000006007006,4.668133e-7,0.1402075,0.000001395617,0.0000692406,0.009590411,0.1948193,0.00009753773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9350743,0.001795179,0.0000035032,0.04545077,0.003245795,0.0001828072,0.000003279019,0.0000183717,0.01422601],"genre_scores_gemma":[0.9889475,0.001871256,0.0007280048,0.001899177,0.00106206,0.000136794,0.000004450789,0.000004168349,0.005346566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1899559,"threshold_uncertainty_score":0.2873645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1260038136894208,"score_gpt":0.4983289208168589,"score_spread":0.372325107127438,"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."}}