{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.4360392,0.001371503,0.002574685,0.009696821,0.009862788,0.01680184,0.007081506,0.01159677,0.007536509],"category_scores_gemma":[0.4610566,0.00183183,0.004822343,0.005598594,0.0139113,0.0196281,0.03418288,0.01581283,0.002167726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02057378,"about_ca_system_score_gemma":0.08142719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003782779,"about_ca_topic_score_gemma":0.002225396,"domain_scores_codex":[0.4648345,0.3875476,0.06722613,0.01478078,0.05570279,0.009908328],"domain_scores_gemma":[0.5279168,0.2399278,0.02098308,0.03055308,0.1630702,0.01754902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002531566,0.0004374324,0.00926758,0.0129767,0.0003933212,0.001210423,0.3407668,0.001512315,0.003754073,0.2861621,0.07254697,0.2707191],"study_design_scores_gemma":[0.0005004866,0.0007669004,0.01285969,0.033145,0.0003222439,0.001235544,0.211312,0.005345774,0.003353073,0.3368387,0.3936794,0.0006412766],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06413014,0.01242385,0.3462978,0.4533867,0.01055259,0.03398475,0.001272807,0.0008161258,0.07713521],"genre_scores_gemma":[0.4756968,0.004934997,0.4377896,0.04230035,0.001454237,0.03154348,0.001400091,0.0003719965,0.0045084],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4360392,"threshold_uncertainty_score":0.6954641,"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."}}