{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005836336,0.0002340697,0.0002771206,0.001878313,0.0007617003,0.001119363,0.0002158228,0.0003020266,0.001320375],"category_scores_gemma":[0.002072053,0.0001524617,0.000255191,0.001391802,0.0003085495,0.0003787513,0.0006948814,0.0002975244,0.0001625604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004392626,"about_ca_system_score_gemma":0.0003008957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009514546,"about_ca_topic_score_gemma":0.01017183,"domain_scores_codex":[0.9997265,0.00006927478,0.00002634554,0.00003401423,0.00006811887,0.00007569922],"domain_scores_gemma":[0.9988174,0.0001478837,0.000571644,0.00005727209,0.0001343548,0.0002714891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006458365,0.00007162414,0.9961094,0.000005215264,0.00001521405,0.00002659966,0.0007759064,0.00002415947,0.0001003959,0.00005128127,0.00005403164,0.002701655],"study_design_scores_gemma":[0.000001974067,0.0000454074,0.9979979,0.000005833804,0.000006233264,0.00002147555,0.001629838,0.00006391676,0.00003638184,0.0000355085,0.0001533497,0.000002101484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999598,0.0000449488,0.00002074412,0.00001908559,0.000001325414,0.000002078671,0.00003675733,0.000001174541,0.0002758396],"genre_scores_gemma":[0.9997594,0.00004304383,0.0000273605,0.000003598125,0.000002057413,0.000002970058,0.00006037758,6.699575e-7,0.000100585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009514546,"threshold_uncertainty_score":0.01891834,"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."}}