{"id":"W4407556804","doi":"10.32674/j57mcd40","title":"Fostering academic hospitality","year":2025,"lang":"en","type":"article","venue":"Journal of International Students","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University; Western University","funders":"Government of Canada","keywords":"Hospitality; Equity (law); Higher education; Sociology; Inclusion (mineral); Cultural diversity; Pedagogy; Public relations; Diversity (politics); Cultural pluralism; Psychology; Political science; Gender studies; Tourism","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001020979,0.00007438815,0.0001406222,0.0002017074,0.0001662824,0.0001177575,0.001258145,0.00007641143,0.0001995651],"category_scores_gemma":[0.0004061568,0.00006765568,0.0001312864,0.0001120357,0.00006087292,0.0003385478,0.0003854205,0.0002502764,0.00001698849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003788436,"about_ca_system_score_gemma":0.00008965439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001291471,"about_ca_topic_score_gemma":0.0000639789,"domain_scores_codex":[0.997928,0.0000685841,0.0004422068,0.00009093659,0.001329332,0.0001409368],"domain_scores_gemma":[0.9988852,0.000103826,0.0002980649,0.00004733613,0.0006095492,0.00005607044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003705675,0.0008003746,0.8053553,0.00002043719,0.001825241,0.00007668058,0.05029942,0.00004271858,0.0007998197,0.08666219,0.0125426,0.04120464],"study_design_scores_gemma":[0.004207246,0.0002074665,0.5825356,0.0009765661,0.0001507262,0.00001157307,0.1038944,0.00002243592,0.001483622,0.05341252,0.2526163,0.0004815648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8795778,0.0005034185,0.0001869783,0.006473603,0.00415897,0.00007556255,0.000002188862,0.00001171999,0.1090098],"genre_scores_gemma":[0.99283,0.001940951,0.00007984738,0.0003522714,0.0008576313,0.000001400734,8.971986e-7,0.000003822281,0.00393322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2400737,"threshold_uncertainty_score":0.2758919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05030587953326726,"score_gpt":0.4459280446735534,"score_spread":0.3956221651402861,"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."}}