{"id":"W4248117591","doi":"10.1002/9781405198431.wbeal0357","title":"Edwards, John","year":2012,"lang":"en","type":"other","venue":"The Encyclopedia of Applied Linguistics","topic":"Educational Theory and Curriculum Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art","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":[0.0006208878,0.0001789347,0.0002694695,0.00005973866,0.0002779558,0.00000945584,0.0004785791,0.0001971085,0.0024905],"category_scores_gemma":[0.0009293253,0.0001315388,0.00006886922,0.0001725963,0.0006637828,0.000003022405,0.00007662454,0.0002159264,0.0003091465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000283751,"about_ca_system_score_gemma":0.0002163001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005420016,"about_ca_topic_score_gemma":0.0002523141,"domain_scores_codex":[0.9988942,0.00006504421,0.0002096457,0.000149448,0.0003836496,0.0002980513],"domain_scores_gemma":[0.9988787,0.0003552065,0.0003059424,0.0002896315,0.00009141182,0.00007912906],"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":[0.000003372133,0.00003853277,0.0000240418,0.00002283716,0.00003756646,1.203161e-7,0.004510968,3.491546e-7,7.183668e-8,0.6072196,0.3874329,0.0007096282],"study_design_scores_gemma":[0.00004093757,0.000004427483,0.00001891237,0.00003408969,0.0001099412,4.18109e-8,0.002588656,5.139998e-8,0.000001321185,0.03168452,0.9653604,0.0001567253],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005509405,0.001816997,0.000009833625,0.00009638326,0.004123916,0.0002943974,0.00003936476,0.00009335875,0.9935203],"genre_scores_gemma":[0.01039376,0.009046563,0.001083755,0.0001252226,0.02943108,0.00005795856,0.00002517805,0.0001878746,0.9496486],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5779275,"threshold_uncertainty_score":0.9984214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01406985042567016,"score_gpt":0.2963513635390874,"score_spread":0.2822815131134172,"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."}}