{"id":"W6989694939","doi":"","title":"Bilingual Education: Current Trends and Local Challenges","year":2022,"lang":"en","type":"dissertation","venue":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Context (archaeology); Set (abstract data type); Neuroscience of multilingualism; Selection (genetic algorithm); Bilingual education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008291504,0.0002118302,0.0006780357,0.00257129,0.002717798,0.007779266,0.001045016,0.0017943,0.01287508],"category_scores_gemma":[0.006187968,0.0002449146,0.0002946963,0.006694284,0.003083031,0.005592423,0.004334536,0.002472082,0.001526382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00827024,"about_ca_system_score_gemma":0.01657355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01928395,"about_ca_topic_score_gemma":0.03765436,"domain_scores_codex":[0.996874,0.00104993,0.0002619396,0.0005031449,0.0005214997,0.0007895241],"domain_scores_gemma":[0.9918263,0.003177995,0.0007556494,0.0001696043,0.001529298,0.002541164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00049499,0.0002926575,0.03940339,0.01069052,0.00004340658,0.0008905505,0.02389807,0.0004562916,0.0006771724,0.0960143,0.04224873,0.7848899],"study_design_scores_gemma":[0.00005123002,0.0002887151,0.113562,0.01315241,0.00006332275,0.002468666,0.2159136,0.0006901052,0.0006733376,0.02406411,0.6289659,0.0001067825],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1052787,0.4964119,0.0008778959,0.3211098,0.001174201,0.00004733832,0.0008497846,0.0001106486,0.07413972],"genre_scores_gemma":[0.6538099,0.3195463,0.001451333,0.0123202,0.0009472134,0.00008215438,0.0007446011,0.00008284287,0.01101546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01928395,"threshold_uncertainty_score":0.06000501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.142769663971419,"score_gpt":0.5249860167669872,"score_spread":0.3822163527955682,"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."}}