{"id":"W2569601954","doi":"10.1177/1086296x16675714","title":"Literacy “Turns”","year":2016,"lang":"en","type":"article","venue":"Journal of Literacy Research","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology; Literacy; Mathematics education; Pedagogy; 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":[0.002526934,0.0001358139,0.0002491264,0.0007466069,0.0002526104,0.0009212053,0.0004875814,0.00004968943,0.006208334],"category_scores_gemma":[0.0008509714,0.00007415619,0.0001700192,0.0001421071,0.0002879327,0.003052642,0.0000634425,0.0005028657,0.0005685079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001398203,"about_ca_system_score_gemma":0.0003037956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004021702,"about_ca_topic_score_gemma":0.000009779873,"domain_scores_codex":[0.9972053,0.000368964,0.0007256988,0.0001721919,0.001018251,0.0005096432],"domain_scores_gemma":[0.9947359,0.001215575,0.0002695707,0.0003087838,0.003186618,0.0002835399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002230719,0.0003078154,0.002838434,0.0001038955,0.0000583669,0.00007979302,0.744027,8.194019e-8,0.0003813242,0.01027493,0.07266565,0.1690396],"study_design_scores_gemma":[0.0006841689,0.0003668298,0.001393902,0.0005609585,0.00001069067,0.00007920713,0.007909723,0.000005180452,0.0003051212,0.01567099,0.9728823,0.000130959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742091,0.002396818,0.00004151164,0.007575998,0.003487148,0.0001363247,0.00002097034,0.0000187582,0.01211334],"genre_scores_gemma":[0.9509753,0.0003614039,0.0002755314,0.0002530054,0.009595585,0.000006759568,0.00000304352,0.00002412317,0.03850525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9002166,"threshold_uncertainty_score":0.9947001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1359540183720546,"score_gpt":0.4268125200561785,"score_spread":0.2908585016841239,"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."}}