{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006484406,0.000679692,0.0004324297,0.001464947,0.002497203,0.001172819,0.001405491,0.0004748206,0.001096269],"category_scores_gemma":[0.001808036,0.0004704198,0.0006780673,0.002547012,0.0008433617,0.0003492827,0.001521481,0.0005678104,0.0002443118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008622429,"about_ca_system_score_gemma":0.009177806,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9648738,"about_ca_topic_score_gemma":0.9794109,"domain_scores_codex":[0.9992533,0.0001090757,0.00005383322,0.0001397199,0.0001288921,0.0003151682],"domain_scores_gemma":[0.9989807,0.00005208179,0.0002549505,0.00006891956,0.0003168386,0.0003264267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005998609,0.00002368812,0.9976706,0.00001084134,0.00003673361,0.00006847962,0.0009595157,0.00002666722,0.00009768092,0.00001448378,0.0002193763,0.000811777],"study_design_scores_gemma":[0.000007167264,0.00003086551,0.9958363,0.00001682125,0.0000215099,0.00005823359,0.003669448,0.00009657636,0.0000373237,0.000009977863,0.0002104081,0.00000547572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989231,0.00009934962,0.00002342169,0.00004351956,0.000003122621,0.00002472479,0.0007181464,0.000001950009,0.0001626938],"genre_scores_gemma":[0.997619,0.0002001946,0.00008668628,0.00007417563,0.000004349394,0.00003265186,0.001356814,0.000002677775,0.0006234341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03512621,"threshold_uncertainty_score":0.07066607,"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."}}