{"id":"W3177479933","doi":"10.1002/ehf2.13294","title":"Reaching Consensus for Unified Medical Language in Fontan Care","year":2021,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Fontan procedure; Population; Intensive care medicine; Consistency (knowledge bases); Heart disease; Cardiology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001690263,0.0001376258,0.0003559488,0.00007194399,0.00008654023,0.00001280936,0.00004078601,0.0001263987,0.0003026512],"category_scores_gemma":[0.001156503,0.0001300989,0.0001343571,0.0001904872,0.00006122036,0.0000214214,0.0000705874,0.000295353,0.00004424143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001069298,"about_ca_system_score_gemma":0.0005352815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001344493,"about_ca_topic_score_gemma":0.006250664,"domain_scores_codex":[0.9987461,0.00007229601,0.0002338328,0.0003016313,0.0003224422,0.000323718],"domain_scores_gemma":[0.9990609,0.0002377237,0.00001370637,0.0002809089,0.0001524498,0.0002543007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002257903,0.001539764,0.3946885,0.006461075,0.0008793438,0.02738549,0.06734779,0.000003544449,0.07750892,0.002936656,0.2952678,0.1237232],"study_design_scores_gemma":[0.0164961,0.0006246726,0.1111347,0.00221744,0.0003826362,0.001853115,0.1399265,0.000654031,0.0138161,0.0002288779,0.7116586,0.001007209],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662525,0.004002252,0.00001150969,0.02642344,0.0001453269,0.0005083015,0.00005344899,0.00009444,0.002508778],"genre_scores_gemma":[0.9941192,0.000007204427,0.003305865,0.001297885,0.0002544326,0.00004682165,0.00008250897,0.00002681826,0.0008592657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4163908,"threshold_uncertainty_score":0.5305278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01492498261502443,"score_gpt":0.3109004385395749,"score_spread":0.2959754559245504,"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."}}