{"id":"W4404678111","doi":"10.1093/sp/jxae024","title":"Navigating Cumulative Disadvantages of Migration, Care, and Employment Regimes: Dependent Immigrants in Canada","year":2024,"lang":"en","type":"article","venue":"Social Politics International Studies in Gender State & Society","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto Mississauga; University of Toronto","keywords":"Disadvantage; Disadvantaged; Immigration; Scholarship; Inequality; Care work; Sociology; Demographic economics; Work (physics); Labour economics; Gender studies; Political science; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003061584,0.0001936166,0.0003349537,0.00003042961,0.0004177575,0.00001019109,0.0001194285,0.00005891525,0.000009826231],"category_scores_gemma":[0.00009418393,0.0001785369,0.00008290506,0.0001542937,0.0002015832,0.0001116861,0.0003015854,0.0005077038,0.000001068776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00301066,"about_ca_system_score_gemma":0.0005023116,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.644027,"about_ca_topic_score_gemma":0.8666214,"domain_scores_codex":[0.9979483,0.00014351,0.000702626,0.000297813,0.0004821775,0.0004255259],"domain_scores_gemma":[0.9988646,0.0005888176,0.0001476205,0.00006673179,0.0002948284,0.00003739688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009039823,0.00002102202,0.4096396,0.0005297454,0.0005220429,0.00001324876,0.5766769,0.00003927487,0.000008999602,0.005983349,0.004979271,0.001577514],"study_design_scores_gemma":[0.0006922798,0.00002367719,0.1381635,0.0006988108,0.00003216739,4.646112e-7,0.8450277,0.0001425123,0.00004784553,0.01179751,0.00314399,0.0002295323],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772256,0.01668978,0.00002523056,0.002419898,0.00145646,0.0003871529,0.0004098015,0.00002462848,0.001361423],"genre_scores_gemma":[0.9873897,0.01144799,0.00009287633,0.0003743666,0.0002206857,0.0001007086,0.00003938592,0.00002106235,0.0003132408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2714761,"threshold_uncertainty_score":0.787277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08074974552734976,"score_gpt":0.4632247800788016,"score_spread":0.3824750345514518,"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."}}