{"id":"W4404454941","doi":"10.1111/famp.13078","title":"Friendship as a lifeline: Navigating the precarious landscape of the US employment‐based immigration as women of color psychologists","year":2024,"lang":"en","type":"article","venue":"Family Process","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Friendship; Institution; Immigration; Sociology; Empowerment; Embeddedness; Gender studies; Political science; Psychology; Social psychology; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0006810462,0.0001706647,0.0002195182,0.00005812522,0.0001386045,0.00003756119,0.0004014228,0.0001578794,0.000188601],"category_scores_gemma":[0.000145077,0.0001012572,0.00008797893,0.0007103365,0.0001223315,0.00007196038,0.00002301595,0.0003861493,0.00006827279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003553006,"about_ca_system_score_gemma":0.0003974361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000978987,"about_ca_topic_score_gemma":0.0003658468,"domain_scores_codex":[0.9981784,0.0002008529,0.0005538743,0.000352207,0.0003513198,0.0003633882],"domain_scores_gemma":[0.9987583,0.0002578537,0.0002660952,0.0004470003,0.0001906534,0.00008012122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.003846399,0.00233779,0.303968,0.004653328,0.0009056543,0.00006706575,0.560066,0.001750091,0.005374714,0.01576571,0.02504372,0.07622155],"study_design_scores_gemma":[0.005953808,0.004527899,0.8686866,0.002119108,0.0003490771,0.0001205277,0.05920174,0.006555867,0.0112125,0.01362323,0.02653472,0.001114915],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886283,0.00245169,0.00006761125,0.001197337,0.0008699351,0.0006955695,0.00005613275,0.0000819028,0.005951579],"genre_scores_gemma":[0.9973879,0.00001720985,0.00002845929,0.001551985,0.0001637349,0.0004465321,0.00003166151,0.00002615518,0.0003463045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5647187,"threshold_uncertainty_score":0.4129151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02147369852740734,"score_gpt":0.3621050385371746,"score_spread":0.3406313400097672,"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."}}