{"id":"W2329102927","doi":"10.1017/s0140525x13003166","title":"Evolving the future of education: Problems in enabling broad social reforms","year":2014,"lang":"en","type":"letter","venue":"Behavioral and Brain Sciences","topic":"School Choice and Performance","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Population; Business; Social change; Political science; Public economics; Economic growth; Public relations; Economics; Sociology; Demography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001955969,0.0001551861,0.0002317059,0.0001592338,0.001205973,0.0002690439,0.0007258573,0.0003772594,0.00009320417],"category_scores_gemma":[0.00003870431,0.00009257506,0.00006968459,0.0007509711,0.001207067,0.000504204,0.00006452129,0.0007016495,0.000004582476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005503589,"about_ca_system_score_gemma":0.0006773135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005195528,"about_ca_topic_score_gemma":0.005446941,"domain_scores_codex":[0.9980627,0.0001876737,0.0002925243,0.000328493,0.000721606,0.000407003],"domain_scores_gemma":[0.9993716,0.0001177549,0.0002455179,0.0001236994,0.0001037872,0.00003763011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002606333,0.00005935064,0.05209875,0.0001240306,0.000003276097,0.000002312516,0.03091943,0.000001482882,0.00004834514,0.0007938334,0.8036767,0.1122699],"study_design_scores_gemma":[0.00007062693,0.00005375742,0.01019866,0.000129086,0.00001103024,0.000002366984,0.01014177,0.000004046356,0.000004453724,0.00117604,0.9780182,0.0001899598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.165699,0.002266758,0.000001019121,0.8229144,0.00111593,0.0003376385,0.00000575746,0.00002360337,0.007635956],"genre_scores_gemma":[0.5668812,0.0009832779,0.0002403933,0.3784773,0.04223166,0.0001802539,0.00004503979,0.00003093278,0.01092994],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4444371,"threshold_uncertainty_score":0.9275493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05985940251113347,"score_gpt":0.3607451392093829,"score_spread":0.3008857366982495,"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."}}