{"id":"W3202403786","doi":"10.3390/healthcare9101301","title":"Can Studying Genetically Predisposed Individuals Inform Prevention Strategies for RA?","year":2021,"lang":"en","type":"article","venue":"Healthcare","topic":"Genetic Associations and Epidemiology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Canadian Institutes of Health Research; Arthritis Society; Research Manitoba","keywords":"Genetically modified organism; Genetically engineered; Biology; Psychology; Genetics; Gene","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003357847,0.0001186158,0.0001835507,0.00002526617,0.0001609052,0.00002992571,0.00009905394,0.0002178469,0.00001352313],"category_scores_gemma":[0.000249822,0.0001222206,0.00009695385,0.00007594679,0.00002617099,0.000002981521,0.00007452695,0.00007495825,0.000002274974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002756072,"about_ca_system_score_gemma":0.0008167432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000463414,"about_ca_topic_score_gemma":0.001361186,"domain_scores_codex":[0.9988057,0.0001247385,0.0003323783,0.0003007863,0.0001003373,0.0003360831],"domain_scores_gemma":[0.9991907,0.00003391038,0.0001174389,0.0002554867,0.0003020134,0.0001003871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001703584,0.0004839422,0.7510909,0.000976736,0.0007541269,0.000008792867,0.003822803,0.001279305,0.07155255,0.01512538,0.01716645,0.1375686],"study_design_scores_gemma":[0.002930449,0.002132023,0.8799286,0.00008862672,0.0001143809,0.00003788498,0.0118139,0.0003914502,0.01078574,0.03614165,0.05488598,0.0007493441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863075,0.001414728,0.006728095,0.004227426,0.0002085171,0.0005138487,0.0001410863,0.00001734769,0.0004414376],"genre_scores_gemma":[0.9878169,0.0003000127,0.008750708,0.001162875,0.0002424917,0.0001499939,0.000986725,0.00001716394,0.0005730859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1368193,"threshold_uncertainty_score":0.4984012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04655773753440037,"score_gpt":0.3478939775959267,"score_spread":0.3013362400615263,"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."}}