{"id":"W4391168197","doi":"10.4324/9781003263999","title":"Promoting Inclusive Systems for Migrants in Education","year":2024,"lang":"en","type":"book","venue":"","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Sociology; Mathematics education; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009758957,0.0001279715,0.0002320656,0.0002730419,0.0001871372,0.0001949532,0.0001856624,0.0003009837,0.00006368128],"category_scores_gemma":[0.0001545127,0.0001197355,0.00007766914,0.0001524971,0.00004388525,0.00008491994,0.00002651151,0.0001440993,0.0002194422],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009296304,"about_ca_system_score_gemma":0.008372495,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01962104,"about_ca_topic_score_gemma":0.009092066,"domain_scores_codex":[0.9988397,0.00009063163,0.0003546305,0.0002557953,0.0002323638,0.0002268853],"domain_scores_gemma":[0.9992466,0.0001950538,0.0001608083,0.0001281023,0.0001853393,0.00008412878],"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":[6.794725e-7,0.00002086755,0.00004350994,0.0006231472,0.00001080783,2.016355e-7,0.1211277,1.933249e-7,5.702707e-7,0.4190639,0.4553719,0.003736528],"study_design_scores_gemma":[0.00003521697,0.000008086641,0.000004916301,0.001269065,0.00001174909,6.136829e-7,0.0222231,0.00001193479,4.092261e-7,0.01137581,0.9649245,0.0001346103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000228906,0.005211186,0.000004831767,0.002941979,0.005608303,0.002061114,0.00003200386,0.00006859393,0.9838431],"genre_scores_gemma":[0.006277198,0.0001658165,0.00002578646,0.0001545207,0.005174236,0.0005155721,0.0000587159,0.00002930566,0.9875988],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5095525,"threshold_uncertainty_score":0.9972491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03428914189026243,"score_gpt":0.3989744452564095,"score_spread":0.364685303366147,"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."}}