{"id":"W2792456327","doi":"10.1080/02671522.2018.1452962","title":"Learners’ attitudes to mixed-attainment grouping: examining the views of students of high, middle and low attainment","year":2018,"lang":"en","type":"article","venue":"Research Papers in Education","topic":"School Choice and Performance","field":"Social Sciences","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; King's College London; Queen's University Belfast; Education Endowment Foundation","keywords":"Educational attainment; Psychology; Preference; Set (abstract data type); Hierarchy; Social psychology; Mathematics education; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.003318439,0.0003195821,0.0005395171,0.001611575,0.002773747,0.00385855,0.0005919287,0.001044052,0.002364337],"category_scores_gemma":[0.006350555,0.0003172147,0.0004681187,0.001050222,0.003213324,0.001850587,0.003891069,0.001944832,0.0005058036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001169217,"about_ca_system_score_gemma":0.0008785413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009786593,"about_ca_topic_score_gemma":0.01378397,"domain_scores_codex":[0.9981521,0.0008466815,0.000130806,0.0001098219,0.0003587986,0.0004019193],"domain_scores_gemma":[0.9948323,0.001798303,0.001429353,0.0001715761,0.0005080381,0.001260417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001573054,0.000237823,0.4110507,0.00005874452,0.00002840141,0.0002617849,0.5787975,0.0000535488,0.001524996,0.0005803419,0.0001756254,0.007073313],"study_design_scores_gemma":[0.000006862338,0.0002677068,0.1899498,0.00004655241,0.0000148356,0.0001391333,0.8076606,0.0001250771,0.0004504627,0.0002412289,0.0010777,0.00002004659],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994748,0.0000240652,0.00001809277,0.00006293631,0.00000116149,0.000002312676,0.000006012675,4.475463e-7,0.0004102424],"genre_scores_gemma":[0.9995556,0.00005386256,0.00002134791,0.00004069899,0.000002399545,0.000004671618,0.00001286774,8.403008e-7,0.0003076637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009786593,"threshold_uncertainty_score":0.01945931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1329989788917335,"score_gpt":0.4623596408900919,"score_spread":0.3293606619983584,"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."}}