{"id":"W3046787980","doi":"10.1111/pan.13982","title":"Adult congenital heart disease and anesthesia: An educational review","year":2020,"lang":"en","type":"article","venue":"Pediatric Anesthesia","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Perioperative; Heart disease; Disease; Intensive care medicine; Intervention (counseling); Pediatrics; Comorbidity; Cardiac surgery; Internal medicine; Surgery; Psychiatry","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":[0.00008750064,0.0002508121,0.000437709,0.00006102693,0.0001283291,0.000024269,0.00008251463,0.00004755347,0.0002807314],"category_scores_gemma":[0.0003111754,0.0002271196,0.0001200283,0.0003496987,0.0001058154,0.0001794348,0.00002775554,0.000149876,0.0002937533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002370037,"about_ca_system_score_gemma":0.0003798799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001079175,"about_ca_topic_score_gemma":0.000001043913,"domain_scores_codex":[0.9984761,0.00007402989,0.0003137806,0.0004767693,0.0003739637,0.0002853783],"domain_scores_gemma":[0.9981721,0.00009296908,0.00005112114,0.0002664771,0.0002439104,0.001173442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004986508,0.0005079192,0.9203691,0.004612267,0.00006716519,0.001378828,0.0004370637,1.355198e-7,0.00001322251,0.0006282189,0.06982604,0.001661339],"study_design_scores_gemma":[0.001062059,0.0005531478,0.9793218,0.0001567305,0.002346156,0.002009604,0.0001258427,0.000208076,0.000002555079,0.0002480148,0.01344143,0.0005245997],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7793736,0.06622261,0.000002273553,0.1533905,0.00001414816,0.0007270701,0.000006383842,0.0001162639,0.0001471014],"genre_scores_gemma":[0.943098,0.007255044,0.0003990283,0.0472348,0.001532556,0.0001226752,0.00006638048,0.00004844573,0.0002430645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1637243,"threshold_uncertainty_score":0.9261669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01825770238242917,"score_gpt":0.2787919973404878,"score_spread":0.2605342949580586,"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."}}