{"id":"W4240954367","doi":"10.21203/rs.3.rs-291909/v1","title":"Impacts of English Language Proficiency on Healthcare Access, use, and Outcomes among Immigrants: A Qualitative Study","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Dalhousie University; Saskatchewan Health Authority","funders":"","keywords":"Health care; Focus group; Immigration; Limited English proficiency; Language barrier; Thematic analysis; Interpreter; Ethnic group; Qualitative research; Medicine; Health equity; Nursing; Psychology; Family medicine; Business; Political science; Sociology; Public health","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":[0.008140721,0.0003227016,0.0005558459,0.001193213,0.005920586,0.00239714,0.0009633509,0.0008937892,0.003327361],"category_scores_gemma":[0.008363363,0.0004033667,0.0004212923,0.0011561,0.003384673,0.002153842,0.003612061,0.001258578,0.0002479909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003542275,"about_ca_system_score_gemma":0.005725991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01344743,"about_ca_topic_score_gemma":0.02363889,"domain_scores_codex":[0.9972916,0.00176904,0.0001298569,0.0001325816,0.0001746589,0.0005023037],"domain_scores_gemma":[0.9926581,0.004908393,0.0005671948,0.0001448901,0.0007325563,0.0009888953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003883627,0.0001124517,0.01080093,0.0002569719,0.000007682527,0.000831255,0.9820834,0.00002636089,0.0006117675,0.0006271868,0.0004681934,0.004134855],"study_design_scores_gemma":[0.000002762289,0.00006433932,0.003492293,0.0001974863,0.000003781132,0.0000942046,0.9937757,0.00002954074,0.0001022614,0.00008044294,0.002149553,0.000007670237],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959576,0.0004363559,0.0003122676,0.00104699,0.00002426458,0.000131112,0.0001182492,0.000004492392,0.001968742],"genre_scores_gemma":[0.9961832,0.0008775583,0.0004295441,0.0006494935,0.00001098656,0.0003339586,0.00006287607,0.000007046592,0.001445256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01344743,"threshold_uncertainty_score":0.04305279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2534000257153717,"score_gpt":0.618903428865179,"score_spread":0.3655034031498073,"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."}}