{"id":"W4405048967","doi":"10.1053/j.optechstcvs.2024.11.002","title":"Surgical Implantation of Melody Valve in Mitral Position in Infants and Small Children: Toronto SickKids Method","year":2024,"lang":"en","type":"article","venue":"Operative Techniques in Thoracic and Cardiovascular Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Mitral valve; Position (finance); Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001328196,0.0001989826,0.0007920818,0.0002658518,0.00002037111,0.00003036305,0.00002395262,0.0001395077,0.00001191875],"category_scores_gemma":[0.00003170619,0.0001708752,0.001055723,0.0002672044,0.00006157749,0.0002030233,0.00004060086,0.0001592827,3.833348e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001363964,"about_ca_system_score_gemma":0.0000836735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00194602,"about_ca_topic_score_gemma":0.0001108233,"domain_scores_codex":[0.998388,0.0004270092,0.0003699223,0.0004135699,0.0002053361,0.0001961515],"domain_scores_gemma":[0.9994893,0.0001772894,0.00002460526,0.0001921029,0.00004408073,0.00007262135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003666523,0.000140542,0.6876082,0.0002337396,0.001443595,0.0006207761,0.0005651631,0.000006783381,0.0001821997,0.0001587922,0.00001118411,0.3086624],"study_design_scores_gemma":[0.0006358305,0.0001139472,0.9898018,0.001236449,0.000688775,0.0004458216,0.0003260773,0.00008247243,0.006226035,0.0001495868,0.00005223947,0.0002409896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9346413,0.06301925,0.0006967068,0.00001681062,0.00004741212,0.0006525124,0.00004546482,0.00004521434,0.0008353108],"genre_scores_gemma":[0.9891536,0.008685828,0.0017924,0.00001945883,0.00004997048,0.0001341067,0.0001354619,0.00002091255,0.000008231633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3084214,"threshold_uncertainty_score":0.6968089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01222185115930738,"score_gpt":0.3672812330845633,"score_spread":0.3550593819252559,"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."}}