{"id":"W4402405577","doi":"10.23889/ijpds.v9i5.2792","title":"Health selection among outmigrants, return migrants and non-migrants in three subcohorts of international, interprovincial migrants and non-migrants in Manitoba, Canada","year":2024,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Health","funders":"","keywords":"Selection (genetic algorithm); Political science; Business; Economics; Demographic economics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002580503,0.00030788,0.000448455,0.001532952,0.0002867927,0.0003475659,0.001211453,0.0001371188,0.00004970378],"category_scores_gemma":[0.0003748304,0.0002990317,0.00006118275,0.0008017474,0.0002235863,0.002162037,0.000205824,0.0005347376,0.000002842912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006870492,"about_ca_system_score_gemma":0.001083394,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7516657,"about_ca_topic_score_gemma":0.9856734,"domain_scores_codex":[0.9955688,0.0001004561,0.001499622,0.0009634537,0.001235612,0.0006320978],"domain_scores_gemma":[0.9981502,0.0002143336,0.0005670555,0.0003538056,0.0003956774,0.0003189379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003654036,0.000114152,0.9508933,0.00007921343,0.00006108362,0.0000550207,0.002352263,0.00004460034,0.0001372972,0.0002098485,0.001977413,0.04371037],"study_design_scores_gemma":[0.001416057,0.0001169166,0.9501106,0.0009050309,0.00001506856,0.0002425458,0.0008200282,0.04484749,0.00002939187,0.000592246,0.0006616219,0.0002430313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879444,0.0008206959,0.00157566,0.00155442,0.006231802,0.000796205,0.0009929516,0.00002151348,0.0000623926],"genre_scores_gemma":[0.9978917,0.0004025451,0.0005353543,0.0002565082,0.0004054357,0.00003397529,0.000388279,0.00002994304,0.00005631677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2340077,"threshold_uncertainty_score":0.9999462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03272530350663529,"score_gpt":0.3599623464838433,"score_spread":0.327237042977208,"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."}}