{"id":"W4412984083","doi":"10.1016/j.healthpol.2025.105410","title":"A population-based exploration of immigrants undergoing general surgery procedures in British Columbia: Do immigrants present for emergency surgeries more than non-immigrants?","year":2025,"lang":"en","type":"article","venue":"Health Policy","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"Industrial Research and Consultancy Centre; University of British Columbia","keywords":"Immigration; Medicine; Population; Demographic economics; Political science; Economics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007102774,0.0003584257,0.0004537842,0.001847539,0.00221081,0.001380858,0.001218683,0.0006965698,0.002140369],"category_scores_gemma":[0.002327829,0.0003846956,0.0005672124,0.004173371,0.0008624081,0.0005244856,0.001216999,0.001020614,0.0003359231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006843328,"about_ca_system_score_gemma":0.0097409,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9377295,"about_ca_topic_score_gemma":0.9613605,"domain_scores_codex":[0.9990489,0.00009355927,0.00009527899,0.0001812022,0.0002781192,0.0003029754],"domain_scores_gemma":[0.9980175,0.0001661768,0.0006167799,0.00007799454,0.0005686859,0.0005528044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001954624,0.00002017224,0.9984257,0.00001420808,0.0000243407,0.00006040771,0.000442753,0.0000121615,0.0000510211,0.00001203224,0.0002118908,0.0007058806],"study_design_scores_gemma":[0.000002302135,0.00002004022,0.9973236,0.00002169072,0.00001027152,0.00005291272,0.002327784,0.00005815732,0.000007760857,0.000007848933,0.0001632402,0.000004501721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979928,0.0002048633,0.00003186258,0.0001751782,0.000005088352,0.00001990431,0.0009829287,0.000002586047,0.0005848558],"genre_scores_gemma":[0.9986216,0.0002309427,0.00005734469,0.0001065115,0.000004953404,0.00001724738,0.0007436313,0.000002126272,0.000215745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06227052,"threshold_uncertainty_score":0.1252744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03776531863950724,"score_gpt":0.3794311166673218,"score_spread":0.3416657980278145,"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."}}