{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007283175,0.0005343423,0.0009918191,0.002531728,0.0006974383,0.003100982,0.001752055,0.002136997,0.2086452],"category_scores_gemma":[0.005416789,0.000290403,0.0006032196,0.003165758,0.0005570482,0.002286304,0.001310816,0.002790412,0.1370947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001277853,"about_ca_system_score_gemma":0.002606127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002719252,"about_ca_topic_score_gemma":0.005838189,"domain_scores_codex":[0.9992892,0.00008095607,0.00004743764,0.0000811936,0.000438423,0.00006287824],"domain_scores_gemma":[0.997684,0.0006220663,0.0001459742,0.00009140029,0.001099373,0.000357115],"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":[0.00001016974,0.00001204648,0.00002819067,0.0005592402,0.000005308441,0.00005862953,0.00001821003,0.0000269857,0.00004975083,0.001008591,0.9069366,0.09128628],"study_design_scores_gemma":[0.000003833919,0.000005427843,0.0000619402,0.0005446174,0.000003932556,0.0002153427,0.00001310536,0.000004960968,0.00001459325,0.0002871829,0.9988424,0.000002736325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003445182,0.7032161,0.0008606345,0.04328651,0.06018396,0.0001007923,0.00139717,0.0003190433,0.1902914],"genre_scores_gemma":[0.002323108,0.5513015,0.00103073,0.03652405,0.02998756,0.0001237491,0.002052935,0.0002192936,0.3764371],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2086452,"threshold_uncertainty_score":0.6979876,"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."}}