{"id":"W4309582032","doi":"10.1007/s10734-022-00964-z","title":"Cultural novelty and international students’ experience: a five-country study","year":2022,"lang":"en","type":"article","venue":"Higher Education","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"Narodowa Agencja Wymiany Akademickiej","keywords":"Novelty; Acculturation; Psychology; Socialization; Social psychology; Higher education; Structural equation modeling; Cultural diversity; Perception; Empirical research; Sociology; Political science; Ethnic group","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":[0.0002790117,0.000068184,0.00006186618,0.00005971116,0.0007481413,0.0001650874,0.0003784803,0.00001968764,0.002532593],"category_scores_gemma":[0.0000182798,0.00006818731,0.00002007497,0.0001265818,0.00005447045,0.0002497665,0.0001706897,0.00009778054,0.00001516617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002904673,"about_ca_system_score_gemma":0.00008211634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00359597,"about_ca_topic_score_gemma":0.0002980929,"domain_scores_codex":[0.9987463,0.0001017331,0.0001222293,0.0001955847,0.0007139629,0.0001202339],"domain_scores_gemma":[0.9996862,0.00002784132,0.00006598817,0.00006426949,0.0001093002,0.00004644292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003460975,0.001350189,0.3380437,0.0000015646,0.0000461858,0.000001272367,0.6334759,0.000003880558,0.00002600491,0.01993386,0.005945256,0.001137538],"study_design_scores_gemma":[0.0002567408,0.00003791457,0.3033951,0.000001862783,0.000006417817,6.366635e-7,0.4813778,9.79752e-7,9.860996e-7,0.0003398464,0.2145013,0.00008041065],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774873,0.0002540652,3.208622e-7,0.00255857,0.004662459,0.0002498743,0.000005534418,0.00003275758,0.01474918],"genre_scores_gemma":[0.9505371,0.00007073697,0.00001496486,0.0002895546,0.0008083128,0.0001626518,0.00002761572,0.000005066848,0.04808399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.208556,"threshold_uncertainty_score":0.9983792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04470935494039282,"score_gpt":0.4206457618550011,"score_spread":0.3759364069146083,"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."}}