{"id":"W4413749484","doi":"10.1177/2752535x251371127","title":"An Integrated Methodological Approach to Address Immigrants’ Complex Health Issues: Lessons From the CAN-HEAL Study","year":2025,"lang":"en","type":"article","venue":"Community Health Equity Research & Policy","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; McMaster University","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada","keywords":"Immigration; Engineering ethics; Sociology; Psychology; Data science; Management science; Computer science; Political science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2337251,0.001302577,0.002134181,0.006204623,0.01770478,0.01885364,0.005953831,0.006099178,0.005136113],"category_scores_gemma":[0.1520567,0.0009343281,0.001849864,0.007608317,0.02510963,0.01018515,0.02021655,0.009267671,0.0006597409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02977039,"about_ca_system_score_gemma":0.1460761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07693127,"about_ca_topic_score_gemma":0.230143,"domain_scores_codex":[0.8182108,0.1585393,0.005189656,0.002726872,0.0113659,0.003967528],"domain_scores_gemma":[0.7982672,0.1383998,0.00361736,0.01526613,0.03362805,0.01082146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0005338063,0.001782418,0.0151845,0.01786652,0.0006446656,0.002667078,0.379423,0.001260552,0.0008927585,0.2077216,0.04533317,0.3266899],"study_design_scores_gemma":[0.0004328658,0.0007566648,0.007638397,0.0329613,0.0006360173,0.001214354,0.5484761,0.001952921,0.001036031,0.1233879,0.2812792,0.0002283537],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1093175,0.09087002,0.1044736,0.5665424,0.01142889,0.01710165,0.0007699276,0.0003283272,0.09916773],"genre_scores_gemma":[0.4094568,0.03247979,0.4570552,0.06873731,0.001906021,0.0197636,0.0004291149,0.0002977266,0.009874426],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2337251,"threshold_uncertainty_score":0.9449533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7890333452647705,"score_gpt":0.6951227164732526,"score_spread":0.0939106287915179,"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."}}