{"id":"W4408691675","doi":"10.1037/dhe0000664","title":"Psychosocial readiness for college and higher education orientations among first- and non-first-generation Arab ethnic minority students in Israel: A longitudinal study.","year":2025,"lang":"en","type":"article","venue":"Journal of Diversity in Higher Education","topic":"Resilience and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Azrieli Foundation; Israel Science Foundation","keywords":"Ethnic group; Psychosocial; Psychology; Longitudinal study; Higher education; Academic achievement; Social psychology; Pedagogy; Sociology; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004483471,0.0001187422,0.0002223321,0.0004778542,0.0002973662,0.00003845691,0.0001620262,0.0001125664,0.00005083159],"category_scores_gemma":[0.00001647283,0.00012475,0.00003634985,0.0005065363,0.00005760052,0.0004125365,0.0000604847,0.0001823607,0.000001631271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004688897,"about_ca_system_score_gemma":0.0002447546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003142419,"about_ca_topic_score_gemma":0.005538621,"domain_scores_codex":[0.9988544,0.0001038983,0.0004101334,0.0002502445,0.000214392,0.0001669236],"domain_scores_gemma":[0.9992125,0.00009726839,0.0002802555,0.0001153614,0.0002096162,0.00008497006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002328525,0.002957561,0.9805686,0.00006941612,0.00003589333,0.000001796705,0.006698366,0.000003614092,0.000006917907,0.001355886,0.006890837,0.001178289],"study_design_scores_gemma":[0.002166055,0.000277181,0.986693,0.0001056076,0.00008396112,0.0000028478,0.00961376,0.000002542983,0.000003213058,0.0005470657,0.0004107138,0.00009403688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905092,0.0004756796,0.00001170105,0.002201998,0.005219174,0.0009226172,0.000008074312,0.000003537864,0.0006479771],"genre_scores_gemma":[0.994965,0.00008758596,0.0001052932,0.0002047475,0.0003590256,0.00007299839,0.00001064659,0.000004608635,0.004190113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006480123,"threshold_uncertainty_score":0.508716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0946179870189795,"score_gpt":0.4524427676452223,"score_spread":0.3578247806262428,"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."}}