{"id":"W2717566290","doi":"10.1080/2331186x.2017.1332840","title":"Gifted education in Zimbabwe","year":2017,"lang":"en","type":"article","venue":"Cogent Education","topic":"Education, Achievement, and Giftedness","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Commonwealth Fund","keywords":"Indigenous; Gifted education; Independence (probability theory); Pedagogy; Psychology; Mathematics education; Literacy; Special education; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002769839,0.0001554087,0.0001381133,0.0002362739,0.0003185805,0.0001266374,0.0004379225,0.0001162369,0.00160715],"category_scores_gemma":[0.0001564719,0.0001710832,0.0000482613,0.0001257815,0.00008425846,0.0002654369,0.00003304828,0.0001401742,0.0007182813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001705767,"about_ca_system_score_gemma":0.001359993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352214,"about_ca_topic_score_gemma":0.0002152065,"domain_scores_codex":[0.9987751,0.0001068507,0.0003099639,0.000397169,0.0001412597,0.0002697178],"domain_scores_gemma":[0.9982872,0.00003529207,0.0003056623,0.001081423,0.0001746058,0.0001158232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002439203,0.00240386,0.7642753,0.00002519134,0.00001757838,3.406487e-7,0.003836883,3.731999e-7,0.0004551575,0.01551415,0.07487537,0.1385714],"study_design_scores_gemma":[0.0003590062,0.00002721409,0.9105245,0.00005893255,0.00002000256,0.000003694021,0.006004532,0.000002231634,0.0003192481,0.00354529,0.07894887,0.00018644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.910977,0.0006467539,0.00004935404,0.003145731,0.01217353,0.0004795879,0.000003948534,0.00003833004,0.07248577],"genre_scores_gemma":[0.9600792,0.00005446055,0.0002214987,0.0008372702,0.0009199561,0.0003989754,0.0001922397,0.00002447458,0.03727195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1462492,"threshold_uncertainty_score":0.9993055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03472509583120587,"score_gpt":0.4262581301996863,"score_spread":0.3915330343684805,"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."}}