{"id":"W1702580340","doi":"10.1080/2005615x.2011.11102895","title":"Living a Curriculum of Hyph-E-Nations: Diversity, Equity, and Social Media","year":2012,"lang":"en","type":"article","venue":"Multicultural Education Review","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University; University of Ottawa","funders":"","keywords":"Sociology; Multiculturalism; Curriculum; Pedagogy; Equity (law); Cultural diversity; Social space; Gender studies; Space (punctuation); Media studies; Political science; Anthropology; Law; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009459926,0.00009433511,0.00019054,0.00006723638,0.0007425871,0.00004036247,0.0002073957,0.00005844072,0.0005449005],"category_scores_gemma":[0.002412929,0.00007814153,0.00007174654,0.0003512653,0.0001704335,0.0003753304,0.0004641697,0.00008230247,0.00004214525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000963965,"about_ca_system_score_gemma":0.0002415689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00219477,"about_ca_topic_score_gemma":0.0005914728,"domain_scores_codex":[0.9987945,0.0002630394,0.0002525347,0.0001114902,0.0003503551,0.0002280847],"domain_scores_gemma":[0.998908,0.0002852546,0.0002045026,0.00007639838,0.0003580145,0.0001678343],"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":[7.471075e-7,0.0007802479,0.02110344,0.00165331,0.00002157689,2.763817e-8,0.5372937,5.831432e-8,0.00002883145,0.06593607,0.01808276,0.3550993],"study_design_scores_gemma":[0.0001558366,0.000008180953,0.1520386,0.002014269,0.0002039808,0.000003571138,0.09291722,0.000005199307,0.00001213002,0.0002196082,0.7520153,0.000406133],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6420814,0.1758022,0.000006493611,0.04451327,0.006096914,0.002401791,0.0000266702,0.0002011148,0.1288701],"genre_scores_gemma":[0.9771488,0.01891359,0.0004639865,0.001664459,0.0008011521,0.00003116274,0.00001997428,0.000004499522,0.0009523667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7339326,"threshold_uncertainty_score":0.5966278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1490543299936442,"score_gpt":0.4984643774859901,"score_spread":0.3494100474923459,"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."}}