{"id":"W1584419094","doi":"","title":"Increasing the Raw Intelligence of a Nation is Constrained by Ignorance, Not its Citizens' Genes","year":2011,"lang":"en","type":"article","venue":"Alberta Journal of Educational Research","topic":"Cognitive Abilities and Testing","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ignorance; Constraint (computer-aided design); Value (mathematics); Heritability; Intelligence quotient; Psychology; Cohort; Intervention (counseling); Social psychology; Positive economics; Cognitive psychology; Cognition; Economics; Statistics; Biology; Political science; Law; Genetics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003031852,0.0003023861,0.0004337363,0.0007783189,0.001075619,0.002781536,0.0004172394,0.0008139485,0.002354235],"category_scores_gemma":[0.008579529,0.0002217409,0.0002927191,0.0005759035,0.01209473,0.003820685,0.002507981,0.001873417,0.0003063818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008581966,"about_ca_system_score_gemma":0.0009665379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002470211,"about_ca_topic_score_gemma":0.002954612,"domain_scores_codex":[0.9983658,0.0005492389,0.0001033044,0.0002989297,0.0004512759,0.0002314066],"domain_scores_gemma":[0.9934551,0.002291452,0.001758709,0.001298199,0.0007359473,0.0004606587],"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":[0.0002695124,0.0002711032,0.131954,0.0003333145,0.0004134272,0.0007653394,0.01004516,0.002014185,0.005463663,0.7238061,0.004863722,0.1198004],"study_design_scores_gemma":[0.00005081781,0.0005367878,0.2344222,0.0004303239,0.0002586364,0.001525711,0.006099539,0.001003837,0.004863728,0.653421,0.09725134,0.0001361899],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6612303,0.009195931,0.02384726,0.05994345,0.000461852,0.00004994856,0.0002690141,0.000125254,0.244877],"genre_scores_gemma":[0.9886644,0.001844966,0.002988033,0.001991526,0.0001072581,0.00002137961,0.00004554059,0.00001572509,0.00432112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003031852,"threshold_uncertainty_score":0.01603413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.239746004466996,"score_gpt":0.4333614117742486,"score_spread":0.1936154073072526,"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."}}