{"id":"W16809846","doi":"10.1007/bf02728976","title":"Straight talking gifted and talented education","year":2011,"lang":"en","type":"article","venue":"Journal of Genetics","topic":"Education, Achievement, and Giftedness","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Mathematics education; Gifted education; Pedagogy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002035847,0.00007937507,0.0001105024,0.0001346349,0.00004732376,0.00001530922,0.0001171025,0.0000609561,0.0009178307],"category_scores_gemma":[0.00001791575,0.00007109599,0.0000365068,0.0001000435,0.00005234854,0.00005826761,0.0000116932,0.0001225481,0.000009448494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001730104,"about_ca_system_score_gemma":0.0001155597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001159327,"about_ca_topic_score_gemma":0.000008234871,"domain_scores_codex":[0.9992934,0.00006424489,0.0003201784,0.00008800885,0.000112491,0.0001216386],"domain_scores_gemma":[0.9992195,0.00002128581,0.0003273483,0.0001334092,0.0002010486,0.00009742215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001372885,0.001947577,0.8250717,0.00005468808,0.0003039241,0.00001655309,0.03096891,0.000001372112,0.004697122,0.004529305,0.02789108,0.1043805],"study_design_scores_gemma":[0.0004810579,0.0003057379,0.9780921,0.00004466946,0.00008491704,0.0001409536,0.004658427,0.000002607866,0.00115029,0.001735493,0.01318998,0.0001137141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818002,0.002662699,0.0003652392,0.0001595443,0.00229464,0.00006659376,0.00000208176,0.000005321676,0.0126437],"genre_scores_gemma":[0.9942668,0.0002493029,0.003142141,0.0002439596,0.0004363643,0.000002016548,0.000002699663,0.00001303964,0.001643659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1530205,"threshold_uncertainty_score":0.9999955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04417223359427762,"score_gpt":0.3369301408112625,"score_spread":0.2927579072169849,"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."}}