{"id":"W4407555736","doi":"10.1007/978-3-031-83483-7_7","title":"Conclusion","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science","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":[0.002946226,0.0003965599,0.0003146743,0.000979655,0.002232881,0.00585945,0.001515169,0.002452267,0.2526334],"category_scores_gemma":[0.01083672,0.0001524091,0.0005666199,0.0008038016,0.001208615,0.003225092,0.002184322,0.002207098,0.07165309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003206417,"about_ca_system_score_gemma":0.004496478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01025945,"about_ca_topic_score_gemma":0.01336724,"domain_scores_codex":[0.9976515,0.0004100417,0.00006817355,0.0004296643,0.001020486,0.0004201094],"domain_scores_gemma":[0.9962496,0.000669886,0.0001256479,0.0003187846,0.002102179,0.0005338652],"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":[0.0001105392,0.00005060221,0.00272536,0.0003635147,0.00002067501,0.0002392917,0.001971799,0.0001605196,0.0004183789,0.189332,0.6937285,0.1108788],"study_design_scores_gemma":[0.00001114361,0.00001103348,0.001588901,0.0003608514,0.000009758525,0.0001060406,0.00256681,0.00004576074,0.0002772491,0.01625289,0.978763,0.000006584537],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003711539,0.002249799,0.003874661,0.06572452,0.006266033,0.000131525,0.001529103,0.0003190247,0.9161939],"genre_scores_gemma":[0.0666282,0.002815835,0.00413333,0.06364196,0.001884387,0.0002039835,0.002318054,0.0004462616,0.857928],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2526334,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0157912515160263,"score_gpt":0.2989152411009875,"score_spread":0.2831239895849613,"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."}}