{"id":"W4230968376","doi":"10.24908/iqurcp.9015","title":"What Determines Educational Performance?","year":2016,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Regional Development and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inequality; Gini coefficient; Context (archaeology); Economics; Public economics; Psychological intervention; Educational inequality; Affect (linguistics); Public sector; Econometrics; Economic inequality; Psychology; Mathematics","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":[0.00216983,0.0001863842,0.0001888298,0.0004657331,0.001091639,0.000960842,0.0007904517,0.0001526511,0.0003823785],"category_scores_gemma":[0.0009076424,0.0001343809,0.00006186584,0.000787557,0.002002534,0.003465827,0.0001837178,0.0002540606,0.0008967004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003846802,"about_ca_system_score_gemma":0.002210278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004244363,"about_ca_topic_score_gemma":0.0001159178,"domain_scores_codex":[0.9964166,0.0001226136,0.0002981081,0.0004712397,0.001641346,0.001050056],"domain_scores_gemma":[0.9967679,0.0005834573,0.00009555706,0.0001312158,0.002015759,0.0004060532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000568752,0.00006791089,0.03868233,0.00005715602,0.00003046556,0.000001995521,0.02080473,3.131589e-8,0.001355303,0.8069685,0.05055267,0.08142202],"study_design_scores_gemma":[0.0005733597,0.0001543272,0.02162368,0.001048021,0.000007398004,0.000008382284,0.01091406,0.00001712006,0.001808512,0.4907084,0.4725509,0.0005858793],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5221213,0.00006229144,0.00003811162,0.4278288,0.0007827193,0.0004321955,0.000001430989,0.0001011007,0.04863211],"genre_scores_gemma":[0.9240709,0.01290995,0.0001548079,0.000169747,0.001325704,0.0001503858,0.000003204929,0.00001952551,0.06119581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4276591,"threshold_uncertainty_score":0.9998812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1661822352323389,"score_gpt":0.4312378886614412,"score_spread":0.2650556534291024,"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."}}