{"id":"W4233248010","doi":"10.1016/j.athoracsur.2014.01.016","title":"Invited Commentary","year":2014,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Fontan procedure; Magnetic resonance imaging; Hypoplastic left heart syndrome; Hemodynamics; Cardiology; Internal medicine; Great arteries; Pulmonary artery; Heart disease; Radiology","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":[],"consensus_categories":[],"category_scores_codex":[0.01522272,0.001500365,0.004027783,0.002020469,0.009919302,0.01040311,0.005737913,0.1122635,0.02232055],"category_scores_gemma":[0.1150322,0.001823248,0.002974423,0.001779226,0.005646027,0.005400552,0.005916706,0.06370503,0.01445926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01287081,"about_ca_system_score_gemma":0.02151206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02051689,"about_ca_topic_score_gemma":0.02905362,"domain_scores_codex":[0.9807779,0.00546322,0.00176708,0.002445975,0.005770197,0.003775581],"domain_scores_gemma":[0.9497476,0.02590139,0.003582756,0.001445033,0.009746049,0.009577041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001744984,0.000005789033,0.0001581305,0.00003523065,0.00001138121,0.0001931549,0.00007590483,0.00001034992,0.00001589535,0.0006333928,0.9973869,0.001456497],"study_design_scores_gemma":[0.000135392,0.00003394594,0.001043121,0.0007048512,0.0000775822,0.0004984929,0.0005686229,0.0001250855,0.0001080076,0.004639881,0.9919888,0.0000762726],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001233135,0.0008373172,0.0000305059,0.9535036,0.04325814,0.00001596314,0.0000656222,0.00001663042,0.002148953],"genre_scores_gemma":[0.0006110567,0.0002680487,0.00003488814,0.9712323,0.02216563,0.00004088519,0.00001908843,0.00001371837,0.005614468],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1122635,"threshold_uncertainty_score":0.09338474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1637543509526223,"score_gpt":0.3983846200222691,"score_spread":0.2346302690696468,"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."}}