{"id":"W2981736581","doi":"10.15730/forum.2019.61.3.437","title":"Succeeding against SATs","year":2019,"lang":"en","type":"article","venue":"FORUM","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Individualism; Ideology; Quarter (Canadian coin); Work (physics); Curriculum; Pedagogy; Sociology; Public relations; Political science; Psychology; Mathematics education; Engineering; Politics; History; Law; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01476208,0.0005564635,0.000594583,0.001448863,0.007823088,0.009614832,0.001647072,0.00704748,0.04778937],"category_scores_gemma":[0.03449269,0.000323323,0.0009324214,0.001043376,0.01077603,0.006716019,0.01222367,0.01431916,0.009096798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006843853,"about_ca_system_score_gemma":0.01315682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01514594,"about_ca_topic_score_gemma":0.01957487,"domain_scores_codex":[0.9850658,0.005163462,0.0006407844,0.001851251,0.003704265,0.003574476],"domain_scores_gemma":[0.9830741,0.005247037,0.0009225957,0.001950533,0.003823407,0.004982316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008960113,0.0001263733,0.005980335,0.0001369624,0.00003673459,0.0003108096,0.005454153,0.000303522,0.0004426068,0.6709204,0.245517,0.07068156],"study_design_scores_gemma":[0.00002832185,0.0001067677,0.002889332,0.000400563,0.00001615345,0.0001647544,0.005331998,0.000322135,0.0005566637,0.07395861,0.9161992,0.00002554667],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0562687,0.003528187,0.005624109,0.405456,0.009941784,0.0001191553,0.0005128938,0.0004233081,0.518126],"genre_scores_gemma":[0.5306233,0.001686251,0.003706523,0.1991829,0.002043029,0.0002010398,0.0005606401,0.0004295704,0.2615669],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04778937,"threshold_uncertainty_score":0.1598713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0266100203773837,"score_gpt":0.3468489887323683,"score_spread":0.3202389683549846,"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."}}