{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002819368,0.0003005677,0.0002578997,0.0006541406,0.01863047,0.006774668,0.002092113,0.0009254382,0.005914491],"category_scores_gemma":[0.007166812,0.0002154232,0.0003012861,0.0007783764,0.004896134,0.001658539,0.01568825,0.002254129,0.0007130678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01485769,"about_ca_system_score_gemma":0.08346065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3451194,"about_ca_topic_score_gemma":0.6904458,"domain_scores_codex":[0.9959194,0.0009979057,0.00006672361,0.0001638296,0.0006932691,0.002158969],"domain_scores_gemma":[0.9856855,0.0005041672,0.0008770207,0.0003451902,0.001626707,0.01096144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002517213,0.001075747,0.2198869,0.0006798556,0.00009103909,0.003583753,0.3263592,0.0005603113,0.005827393,0.03091337,0.07535636,0.3354144],"study_design_scores_gemma":[0.00002881718,0.0002969712,0.1497862,0.000531218,0.00005008489,0.0009068904,0.6127139,0.0004798324,0.001774069,0.005043479,0.2282675,0.00012104],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9151604,0.0009919784,0.001591859,0.01809149,0.0004915742,0.0001522236,0.0000876975,0.0001183322,0.06331448],"genre_scores_gemma":[0.9924029,0.0003447628,0.0009845657,0.001034836,0.00002860754,0.00002188927,0.00003608931,0.00001392116,0.005132539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3451194,"threshold_uncertainty_score":0.6862211,"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."}}