{"id":"W4317039997","doi":"10.32920/21909267.v1","title":"Implications of English proficiency on immigrant women's access to & utilization of health services","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Settlement (finance); Health services; Health care; Limited English proficiency; Service provider; Service (business); Social work; Public relations; Medicine; Business; Psychology; Political science; Environmental health; Population; Marketing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002641165,0.0001795441,0.0001920251,0.0005325155,0.00394302,0.002205798,0.0005319357,0.000480718,0.005636967],"category_scores_gemma":[0.01020008,0.0001812635,0.0002294717,0.0006049572,0.002772297,0.0009883341,0.002837123,0.0008172776,0.0002218213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003055474,"about_ca_system_score_gemma":0.006667333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2260521,"about_ca_topic_score_gemma":0.3071024,"domain_scores_codex":[0.9978927,0.001055285,0.00008778925,0.00007895567,0.0001882469,0.0006970795],"domain_scores_gemma":[0.9955006,0.002305704,0.0005421239,0.00009410335,0.000523844,0.001033662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001310141,0.0001925059,0.2551423,0.0001473738,0.00002871303,0.003434947,0.7126838,0.00006942396,0.0008189401,0.002196379,0.002112413,0.02304219],"study_design_scores_gemma":[0.000006618107,0.00005909194,0.07168476,0.0001561057,0.00001176647,0.0002607371,0.9243665,0.00004957213,0.00009749512,0.0001710274,0.003123282,0.00001290935],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907865,0.0002076075,0.00002274442,0.00244165,0.00002130033,0.00001130751,0.00004135702,0.000001653021,0.006465864],"genre_scores_gemma":[0.9981323,0.0002890461,0.00003877332,0.0005059612,0.000007055176,0.00001281045,0.00001656584,0.000002182644,0.0009953935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2260521,"threshold_uncertainty_score":0.4494726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2334611382748095,"score_gpt":0.5223362594456696,"score_spread":0.2888751211708601,"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."}}