{"id":"W7111964278","doi":"","title":"The economic impacts of autoimmune Type 1 Diabetes: evidence on education and labor market outcomes in the United States: adoption and public reimbursement of screening for autoimmune Type 1 Diabetes (aT1D) in Canada","year":2025,"lang":"en","type":"dissertation","venue":"Universidade Nova de Lisboa's Repository (Universidade Nova de Lisboa)","topic":"Diabetes and associated disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Type 1 diabetes; Socioeconomic status; Logistic regression; Reimbursement; Economic impact analysis; Panel data","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005604484,0.0003623463,0.0004793959,0.000550788,0.0002084357,0.0001005284,0.000553973,0.0003672333,0.00001213588],"category_scores_gemma":[0.0003831386,0.000339929,0.0001055778,0.0006783031,0.00010949,0.00006128695,0.00009766969,0.0003574056,1.515794e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007477147,"about_ca_system_score_gemma":0.00311272,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09367799,"about_ca_topic_score_gemma":0.1046939,"domain_scores_codex":[0.9979988,0.0002903884,0.0004854916,0.0004654767,0.0002249269,0.0005349534],"domain_scores_gemma":[0.9978951,0.0005252437,0.0006626022,0.0004755302,0.0003582648,0.00008331738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002158544,0.0005799428,0.8841256,0.00176153,0.001804864,0.00001651275,0.003528416,0.002651267,0.07602791,0.001277039,0.01345253,0.01261577],"study_design_scores_gemma":[0.002013512,0.0008193032,0.9163795,0.001871172,0.0003775543,0.000001531826,0.06078285,0.002499347,0.007430417,0.00007462933,0.007062756,0.0006873981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937581,0.003313414,0.00000275656,0.000924664,0.0005084759,0.0006467407,0.00009258341,0.00000913438,0.0007440849],"genre_scores_gemma":[0.9951814,0.001752347,0.0001195349,0.0002399544,0.00002978237,0.00001179705,0.001051034,0.0000343,0.001579802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0685975,"threshold_uncertainty_score":0.9999053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01144813379670079,"score_gpt":0.245032642420508,"score_spread":0.2335845086238072,"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."}}