{"id":"W2279361913","doi":"10.1080/2005615x.2014.11102907","title":"Crossing Cultural Borders Through Ning","year":2014,"lang":"en","type":"article","venue":"Multicultural Education Review","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"Sociology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001897881,0.0001961577,0.0002501754,0.00002385478,0.000715238,0.0006601383,0.0001537494,0.00003280373,0.001840952],"category_scores_gemma":[0.0004209724,0.0001278218,0.0001199849,0.00007190644,0.0001963997,0.001061573,0.0000159292,0.0001553742,0.0005278576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007365118,"about_ca_system_score_gemma":0.0001559656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007205078,"about_ca_topic_score_gemma":0.0001014637,"domain_scores_codex":[0.9988335,0.0001028861,0.0003887491,0.0002511646,0.0001780113,0.0002457211],"domain_scores_gemma":[0.9989908,0.00006242252,0.0001938946,0.0002138897,0.0004502135,0.00008873494],"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":[0.00000207571,0.0001420518,0.0001067093,0.001642664,0.00001793993,7.721746e-8,0.7003032,0.000001124683,0.0000219086,0.007225518,0.1833141,0.1072226],"study_design_scores_gemma":[0.0001012889,0.00001452441,0.000339914,0.001914554,0.00005982022,0.000004773825,0.04929042,0.00003081189,0.00002761913,0.0001496329,0.9478426,0.0002240576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7480342,0.136739,0.0000468829,0.03437529,0.01905944,0.001705281,0.00001288946,0.0004659172,0.05956108],"genre_scores_gemma":[0.9514537,0.006074497,0.002002785,0.01786751,0.004667243,0.0002010931,0.0004722653,0.00002706574,0.01723384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7645285,"threshold_uncertainty_score":0.9990715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04794735638787993,"score_gpt":0.3572036925070785,"score_spread":0.3092563361191986,"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."}}