{"id":"W4415088548","doi":"10.32920/30340252.v1","title":"Welcoming Campus, Inclusive Community: Building Housing Infrastructure for International Students","year":2025,"lang":"en","type":"article","venue":"","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Government (linguistics); Resilience (materials science); Current (fluid)","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":[0.001805187,0.0006308997,0.0002916527,0.0005131456,0.03075921,0.009824386,0.002691502,0.00410877,0.06253419],"category_scores_gemma":[0.002561687,0.0003292422,0.0004631692,0.0006198165,0.00379356,0.005052241,0.01835871,0.006652047,0.007711478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006859047,"about_ca_system_score_gemma":0.06606231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2147585,"about_ca_topic_score_gemma":0.6345608,"domain_scores_codex":[0.9984786,0.0002000179,0.00001307255,0.00006920823,0.0002039405,0.001035162],"domain_scores_gemma":[0.9839427,0.00008771302,0.0001105167,0.0001236685,0.0005547039,0.01518063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007493674,0.001198232,0.01254097,0.0002167643,0.00001780641,0.0008261193,0.04294391,0.000292923,0.001515104,0.01195542,0.767363,0.1610548],"study_design_scores_gemma":[0.00003392377,0.0002082477,0.01675352,0.0002415312,0.00001960038,0.0001433331,0.2555381,0.0001806224,0.0006929089,0.003094855,0.7230345,0.00005895429],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2391422,0.001737482,0.006378548,0.1942568,0.01237478,0.001378892,0.001134004,0.001747532,0.5418497],"genre_scores_gemma":[0.597546,0.002100348,0.01304712,0.02521381,0.001271107,0.0007249372,0.001035944,0.0006016685,0.3584591],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2147585,"threshold_uncertainty_score":0.427017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01986514464188025,"score_gpt":0.3982730887306729,"score_spread":0.3784079440887926,"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."}}