{"id":"W3199810164","doi":"10.53956/jfde.2021.148","title":"Book Review","year":2021,"lang":"en","type":"article","venue":"Journal of Family Diversity in Education","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Nexus (standard); Immigration; Literacy; Sociology; Political science; Engineering ethics; Pedagogy; Engineering; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0005461392,0.00003254037,0.00009998456,0.00008597789,0.0001618653,0.00001767872,0.0001370861,0.00003259435,0.000929968],"category_scores_gemma":[0.0006633517,0.00003480088,0.00005852937,0.0002764355,0.0000339708,0.0002462567,0.00002971355,0.0001151619,0.00002882377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002072881,"about_ca_system_score_gemma":0.002583134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006769524,"about_ca_topic_score_gemma":0.00009059169,"domain_scores_codex":[0.9992751,0.0001796192,0.0001798611,0.00004822845,0.0002339035,0.00008328665],"domain_scores_gemma":[0.9991638,0.00005659548,0.0001683419,0.00006180132,0.0004585841,0.00009087427],"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":[0.000003160341,0.0002698874,0.008955816,0.00006051337,0.000005761522,0.000003549539,0.02462457,0.000001296605,0.00002205156,0.000785284,0.9357564,0.02951164],"study_design_scores_gemma":[0.00007663982,0.00000534811,0.03346258,0.0003165377,0.00001420236,0.000002975833,0.01432831,1.970499e-7,0.00001252281,0.000126163,0.9516186,0.00003599769],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2414672,0.5560994,0.00001239733,0.06862649,0.005845588,0.0001792326,0.000002247225,0.0000102342,0.1277572],"genre_scores_gemma":[0.1185563,0.5993915,0.0009584741,0.2333819,0.002074502,0.00000170572,0.000007794864,0.00000725768,0.04562052],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1647554,"threshold_uncertainty_score":0.9999833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.108322359149696,"score_gpt":0.4711722435067454,"score_spread":0.3628498843570495,"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."}}