{"id":"W4386154896","doi":"10.3791/65885-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Fixture; Inflow; Outflow; Aortic valve; Ventricular outflow tract; Aortic root; Cardiac cycle; Mitral valve; Biomedical engineering; Intracardiac injection; Medicine; Computer science; Cardiology; Geology; Aorta; Engineering; Mechanical engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006412929,0.001667501,0.001372333,0.003240844,0.0008959745,0.002829194,0.002419462,0.002250713,0.581108],"category_scores_gemma":[0.003884201,0.0004462877,0.000818702,0.002424537,0.00029578,0.002330632,0.00252055,0.001255953,0.3268854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007270458,"about_ca_system_score_gemma":0.001775228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008883186,"about_ca_topic_score_gemma":0.02053513,"domain_scores_codex":[0.9995008,0.0000506133,0.00004766547,0.0001317751,0.0001999563,0.00006922632],"domain_scores_gemma":[0.9984749,0.000431575,0.00009950905,0.0002256243,0.0005562829,0.0002120098],"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":[0.0001296141,0.00004482282,0.000304699,0.0008819525,0.00001698057,0.000100309,0.0000367436,0.0001562189,0.0006549971,0.0006689839,0.9699486,0.02705608],"study_design_scores_gemma":[0.00007740413,0.00003485426,0.001885572,0.0004039108,0.00002493391,0.0002869986,0.00009906231,0.001065721,0.001089754,0.002615897,0.992365,0.00005096607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0008480367,0.001060308,0.004121192,0.0006070019,0.0007044353,0.0003901434,0.9307772,0.01622657,0.0452652],"genre_scores_gemma":[0.007014231,0.001646711,0.01808683,0.001067821,0.0002688459,0.001085764,0.9070778,0.005381201,0.05837068],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.581108,"threshold_uncertainty_score":0.5974987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03087522550687273,"score_gpt":0.3907923405297791,"score_spread":0.3599171150229064,"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."}}