{"id":"W4235002720","doi":"10.1002/9781405198431.wbeal0497","title":"Heller, Monica","year":2012,"lang":"en","type":"other","venue":"The Encyclopedia of Applied Linguistics","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anthropology; History; Sociology","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":[0.0004473756,0.0001832584,0.0002670124,0.00009682096,0.000162229,0.00001374372,0.0005651919,0.0003012315,0.004954295],"category_scores_gemma":[0.001200409,0.0001441778,0.00007004319,0.0001798398,0.000452566,0.000002233376,0.00005961288,0.000267881,0.0005558609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003225554,"about_ca_system_score_gemma":0.0005258681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003286009,"about_ca_topic_score_gemma":0.0005308248,"domain_scores_codex":[0.9988251,0.00005668015,0.0002611479,0.0001560981,0.0003498638,0.0003511662],"domain_scores_gemma":[0.9987077,0.000268309,0.0003524443,0.0004444935,0.00007516774,0.0001519546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004664294,0.00005428526,0.00001025058,0.00003383849,0.00002467015,1.433056e-7,0.01554052,8.70064e-7,3.270112e-7,0.4224834,0.5545968,0.007250208],"study_design_scores_gemma":[0.00007076265,0.000003260371,0.000007911586,0.0000246636,0.00006243712,3.419305e-8,0.001087744,8.554524e-7,0.00000442731,0.001712788,0.996864,0.0001611627],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005344454,0.0008172531,0.000006491663,0.0001187956,0.003781068,0.0003736668,0.00003406886,0.0001237818,0.9947395],"genre_scores_gemma":[0.005231598,0.005908628,0.00139607,0.0002181303,0.02050238,0.00002244486,0.00002050652,0.0002039895,0.9664962],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4422672,"threshold_uncertainty_score":0.9959553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03347561812589822,"score_gpt":0.3828453941421086,"score_spread":0.3493697760162104,"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."}}