{"id":"W4236871513","doi":"10.18192/olbiwp.v3i0.1089","title":"Foreword","year":2011,"lang":"en","type":"article","venue":"OLBI Journal","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0003695993,0.00002623046,0.0000341564,0.00003726859,0.0003475099,0.00002722763,0.0001193355,0.00002845113,0.01219673],"category_scores_gemma":[0.0001523762,0.00002238363,0.00003376614,0.00006828112,0.00005749733,0.00009330914,0.000005002545,0.0001099995,0.0003831722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002613607,"about_ca_system_score_gemma":0.0002299027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001082345,"about_ca_topic_score_gemma":0.000704941,"domain_scores_codex":[0.9995735,0.00005789843,0.00007875928,0.00003336481,0.0001132533,0.0001432217],"domain_scores_gemma":[0.9996827,0.00001557562,0.00004540851,0.00004023601,0.0000561927,0.0001598755],"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":[0.00001529463,0.0001094897,0.03519007,0.000002090208,0.00001564329,0.00001117897,0.4400475,2.312508e-7,0.00002922895,0.2061982,0.05395085,0.2644302],"study_design_scores_gemma":[0.00009218763,0.00001238007,0.02927541,0.000005437029,0.000003371191,0.00001316479,0.005501857,0.000002816829,0.00006179113,0.006143628,0.9588336,0.00005431622],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2523275,0.0000433021,0.0000939856,0.0009388617,0.0010229,0.00002384545,5.39164e-7,0.00001138214,0.7455377],"genre_scores_gemma":[0.9599336,0.00007449796,0.001327928,0.0006966326,0.001285738,6.330731e-7,9.982245e-8,0.000003132148,0.03667768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9048828,"threshold_uncertainty_score":0.9887062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2648729042582251,"score_gpt":0.5051569595728537,"score_spread":0.2402840553146286,"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."}}