{"id":"W3084027969","doi":"10.21037/acs-2020-rp-10","title":"Why and how you should learn to do the Ross Procedure in 2020","year":2021,"lang":"en","type":"article","venue":"Annals of Cardiothoracic Surgery","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Data science; 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":[],"consensus_categories":[],"category_scores_codex":[0.001282517,0.000300417,0.0003616838,0.0003928053,0.001609946,0.001555451,0.0003775325,0.004173041,0.01515045],"category_scores_gemma":[0.007061585,0.0001662828,0.0004043196,0.0001052917,0.001040896,0.002959399,0.001064901,0.005928301,0.007601048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006160963,"about_ca_system_score_gemma":0.002639961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002526841,"about_ca_topic_score_gemma":0.006741448,"domain_scores_codex":[0.99944,0.0001134259,0.00003726188,0.00004900869,0.0001640735,0.0001961808],"domain_scores_gemma":[0.9977228,0.0002491319,0.0001433603,0.00004177587,0.0003518319,0.001491164],"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":[0.0002846055,0.0008348414,0.02927009,0.0003283149,0.00003891253,0.006442095,0.001472182,0.0002605511,0.001643912,0.009017655,0.6765606,0.2738462],"study_design_scores_gemma":[0.000116563,0.0007494047,0.03450962,0.003013521,0.00005255063,0.02357706,0.007082904,0.0003822696,0.0009655217,0.02158099,0.9078083,0.000161303],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.02831116,0.01776866,0.002628023,0.8265449,0.03695088,0.00006635168,0.0001905871,0.0002381999,0.08730136],"genre_scores_gemma":[0.25298,0.04795952,0.01202616,0.5237299,0.05708644,0.0002131687,0.0008064099,0.0003113684,0.1048871],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01515045,"threshold_uncertainty_score":0.05068332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09927311600305809,"score_gpt":0.3517658426478417,"score_spread":0.2524927266447836,"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."}}