{"id":"W4404558282","doi":"10.36941/mjss-2024-0049","title":"Heritage Nation Educational and Vocational Paths","year":2024,"lang":"en","type":"article","venue":"Mediterranean Journal of Social Sciences","topic":"Education and experiences of immigrants and refugees","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refugee; Vocational education; Immigration; Heritage language; Face (sociological concept); Cultural heritage; Political science; Pedagogy; Sociology; Economic growth; Public relations; Psychology; Gender studies; Social science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008569035,0.0001851747,0.0001851352,0.0007388513,0.00945422,0.003313678,0.0005985901,0.0008566611,0.03056705],"category_scores_gemma":[0.001390416,0.000160695,0.0002234824,0.0005919958,0.002010047,0.0020614,0.006800549,0.00213563,0.002467178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002498588,"about_ca_system_score_gemma":0.01354194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04928928,"about_ca_topic_score_gemma":0.1818496,"domain_scores_codex":[0.9992131,0.0001807206,0.00002346131,0.00004548099,0.0001201581,0.0004169753],"domain_scores_gemma":[0.9986009,0.00006820894,0.00007688014,0.00003241057,0.0001970167,0.001024579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001447338,0.0005227738,0.09886851,0.0006117256,0.0000260747,0.007173749,0.3019042,0.0003424485,0.001574127,0.2279759,0.07781073,0.2830451],"study_design_scores_gemma":[0.00001127496,0.0001056473,0.06800949,0.0008524175,0.00000910483,0.002090014,0.3153363,0.0001049885,0.0002126675,0.007623781,0.605602,0.00004234667],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4636701,0.00295523,0.001366265,0.01934812,0.0005879675,0.0001628329,0.0005174212,0.00005318937,0.5113388],"genre_scores_gemma":[0.8474598,0.003556863,0.00311865,0.002463066,0.00005567754,0.0001148388,0.0004410366,0.00002779213,0.1427623],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04928928,"threshold_uncertainty_score":0.102257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0538889407933501,"score_gpt":0.3788646725772936,"score_spread":0.3249757317839435,"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."}}