{"id":"W4416199805","doi":"10.54337/irspbl-11087","title":"Celebrating Refugee Innovation","year":2025,"lang":"","type":"article","venue":"Proceedings from the International Research Symposium on Problem-Based Learning (IRSPBL)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Refugee; Perspective (graphical); Qualitative research; Psychological resilience; Work (physics); Narrative","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004956694,0.0004472278,0.0005357772,0.001049306,0.01211413,0.007746614,0.0009520788,0.002773729,0.006333358],"category_scores_gemma":[0.009688545,0.0002567848,0.0005813414,0.0006217035,0.0125591,0.006700448,0.0186524,0.004313713,0.0007885649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002299622,"about_ca_system_score_gemma":0.002471303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00252353,"about_ca_topic_score_gemma":0.005614031,"domain_scores_codex":[0.9952095,0.002617163,0.0001093013,0.0004560919,0.000734131,0.0008738466],"domain_scores_gemma":[0.9957249,0.001412085,0.0005004212,0.0004260766,0.0005120258,0.001424358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006781462,0.00008662197,0.008286505,0.0003118457,0.00003266176,0.00270703,0.8359236,0.0002228181,0.002605583,0.08195805,0.01388059,0.0539169],"study_design_scores_gemma":[0.000009332644,0.0001400561,0.003452545,0.0004198907,0.0000204965,0.002233769,0.5938296,0.0002267173,0.001074145,0.01358141,0.3849431,0.00006900186],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8164577,0.004871271,0.009530175,0.0301271,0.001420701,0.00008539291,0.0001029956,0.000128698,0.1372759],"genre_scores_gemma":[0.9798982,0.001413304,0.002120193,0.001927062,0.00008890273,0.00003969535,0.00003812993,0.00004395643,0.01443062],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01211413,"threshold_uncertainty_score":0.02621382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04974906200598329,"score_gpt":0.3555102871165025,"score_spread":0.3057612251105192,"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."}}