{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001547509,0.001059542,0.0009486488,0.002735495,0.003460402,0.008094718,0.002445907,0.003705057,0.4540506],"category_scores_gemma":[0.009139402,0.0004238884,0.0009089724,0.003074459,0.001554067,0.005579184,0.003185916,0.004294643,0.4075164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003466177,"about_ca_system_score_gemma":0.00599812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006480325,"about_ca_topic_score_gemma":0.008853245,"domain_scores_codex":[0.9978363,0.0003060302,0.0001729407,0.0004182119,0.001036398,0.0002300456],"domain_scores_gemma":[0.9961849,0.0007573267,0.0001952419,0.0004289161,0.001961572,0.0004720253],"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":[0.00002821989,0.00001291449,0.00009940358,0.0002817546,0.000004117952,0.00009283946,0.0002256484,0.00002607132,0.0001499582,0.01480801,0.9386784,0.04559268],"study_design_scores_gemma":[0.000002304919,0.000004829578,0.00008794443,0.0001265733,0.000001474877,0.00005436003,0.0001050092,0.000008842199,0.00005247643,0.001247454,0.9983058,0.000002971946],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0008447551,0.01795094,0.002830856,0.04310482,0.08956023,0.0002419378,0.00517284,0.001046382,0.8392472],"genre_scores_gemma":[0.005996365,0.0113915,0.00161582,0.01438839,0.01471168,0.0001931758,0.00453808,0.0008924896,0.9462725],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4540506,"threshold_uncertainty_score":0,"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."}}