{"id":"W4404952453","doi":"10.21125/iceri.2024.1578","title":"TORONTO’S MANDARIN, PUNJABI, AND ARABIC-SPEAKING OLDER IMMIGRANTS’ EXPERIENCES OF SOCIAL ISOLATION: FOCUS ON HEALTH","year":2024,"lang":"en","type":"article","venue":"ICERI proceedings","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mandarin Chinese; Arabic; Focus (optics); Immigration; Social isolation; Isolation (microbiology); Linguistics; Sociology; Computer science; Psychology; History","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003247068,0.0001634693,0.0002443304,0.00007954256,0.0002445311,0.00009440362,0.00009932322,0.0001157474,0.0009876246],"category_scores_gemma":[0.00001333511,0.0001436243,0.00005501103,0.0001698841,0.00006973381,0.0003352379,0.00001817945,0.0001491269,0.00002494965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008186611,"about_ca_system_score_gemma":0.00006831333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002355549,"about_ca_topic_score_gemma":0.0009910567,"domain_scores_codex":[0.9985974,0.00001615266,0.000406283,0.0004135213,0.0002234452,0.0003431577],"domain_scores_gemma":[0.9995496,0.00003969085,0.0001458092,0.00006586057,0.00008659295,0.0001124541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001650532,0.00007096925,0.001503196,0.0004289328,0.00003799653,0.000002198879,0.8401456,3.589804e-8,0.00007791601,0.07830837,0.01320144,0.06605833],"study_design_scores_gemma":[0.003297487,0.002316901,0.3135796,0.000782134,0.0000673055,0.0001298469,0.5808907,0.0004094654,0.0006935622,0.003355529,0.09356009,0.0009174711],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9591891,0.004969507,0.000138243,0.003180598,0.000854502,0.0004450906,0.000008523334,0.0001451144,0.03106932],"genre_scores_gemma":[0.9982715,0.00008381846,0.0001249375,0.0004440571,0.0004699843,0.000122732,0.000003645709,0.00002231855,0.0004570496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3120764,"threshold_uncertainty_score":0.9999256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01887982549799485,"score_gpt":0.3330658797077399,"score_spread":0.314186054209745,"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."}}