{"id":"W4220797022","doi":"10.3390/ijerph19073752","title":"Adjusting the Canadian Healthcare System to Meet Newcomer Needs","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Government of Saskatchewan; Canadian Institutes of Health Research; Saskatchewan Health Research Foundation; University of Saskatchewan","keywords":"Health care; Cultural competence; General partnership; Public relations; Immigration; Service provider; Business; Nursing; Population; Competence (human resources); Service (business); Medicine; Psychology; Political science; Marketing; Environmental health","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01128042,0.00009895173,0.0001948826,0.0008797671,0.004996992,0.0000717283,0.001214085,0.00005822489,0.0005275302],"category_scores_gemma":[0.0004706027,0.00007794762,0.00005055001,0.0003626788,0.0001211633,0.0001205424,0.0007464566,0.001965908,0.00003329334],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006605331,"about_ca_system_score_gemma":0.003903858,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1182898,"about_ca_topic_score_gemma":0.05184009,"domain_scores_codex":[0.9924849,0.00392823,0.0008737794,0.0001486697,0.001703213,0.0008611598],"domain_scores_gemma":[0.9966483,0.001043178,0.0003889501,0.0002983843,0.0003727223,0.001248484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006214124,0.0005085152,0.3686868,0.0004332566,0.0003208739,0.0001205522,0.144851,0.0001646454,0.00006543859,0.1975541,0.1303336,0.1563398],"study_design_scores_gemma":[0.00052234,0.0009641348,0.02686646,0.0002671384,0.000001793229,0.0002367829,0.3049771,0.0002449656,7.811639e-7,0.0004670541,0.6653413,0.0001102121],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4250988,0.002124818,0.00004519485,0.5628911,0.001954324,0.0007986388,0.0003162371,0.00001744183,0.006753493],"genre_scores_gemma":[0.9858403,0.0002269576,0.0001294167,0.01263516,0.000506057,0.0001158805,0.00001850311,0.00001958495,0.0005082055],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5607415,"threshold_uncertainty_score":0.9972081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1966935019704307,"score_gpt":0.48893191197464,"score_spread":0.2922384100042093,"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."}}