{"id":"W2001839348","doi":"10.1016/j.socscimed.2009.05.011","title":"Defining and measuring acculturation: A systematic review of public health studies with Hispanic populations in the United States","year":2009,"lang":"en","type":"review","venue":"Social Science & Medicine","topic":"Racial and Ethnic Identity Research","field":"Social Sciences","cited_by":417,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Acculturation; Ethnic group; Construct (python library); Public health; Construct validity; Psychology; Systematic review; Social psychology; Gerontology; Psychometrics; Sociology; MEDLINE; Medicine; Developmental psychology; Political science; Anthropology; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.02394987,0.0001754893,0.001623266,0.0004152629,0.001812664,0.0001010468,0.0007007922,0.00006560239,0.000007694754],"category_scores_gemma":[0.007789771,0.00008719954,0.00007232127,0.006460133,0.002528805,0.000342639,0.00004902007,0.0003355955,0.000001500613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005512846,"about_ca_system_score_gemma":0.001817811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004089986,"about_ca_topic_score_gemma":0.005354444,"domain_scores_codex":[0.9940937,0.002189207,0.0008649042,0.0002835106,0.002056758,0.0005119183],"domain_scores_gemma":[0.9978912,0.0005046053,0.0007360713,0.0001682542,0.000569885,0.0001300259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[6.697109e-7,0.00003381735,0.00002890658,0.6097055,0.00004155751,0.000003739049,0.2463771,1.05294e-7,3.053713e-8,0.03934994,0.000383631,0.104075],"study_design_scores_gemma":[0.0001306893,0.0001527786,0.0001020338,0.8352813,0.0003825882,0.000009234815,0.1130818,0.000001630914,4.458864e-9,0.0007692126,0.04988393,0.0002047833],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006241019,0.9831226,0.000006038285,0.01438202,0.00007069681,0.001708051,0.000002575104,0.0000157949,0.0006298068],"genre_scores_gemma":[0.0007264728,0.9984503,0.000007360672,0.0005321071,0.0001319067,0.00006926124,0.00002296699,0.000005079686,0.00005448388],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2255758,"threshold_uncertainty_score":0.9994869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4913527056883779,"score_gpt":0.5403573666670111,"score_spread":0.04900466097863315,"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."}}