{"id":"W4407810524","doi":"10.1007/978-3-031-70973-9_42","title":"Ventricular Assist Devices","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Computer science; Medicine","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":[0.0001609577,0.001073113,0.0006243751,0.001084422,0.0006855952,0.001606053,0.0007061192,0.000861978,0.1577875],"category_scores_gemma":[0.0006076687,0.0002747073,0.0004102218,0.0007368803,0.0003332311,0.001194703,0.001217944,0.00179049,0.1311348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003967454,"about_ca_system_score_gemma":0.0005292671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008476336,"about_ca_topic_score_gemma":0.003509423,"domain_scores_codex":[0.9998073,0.00001995773,0.000007206888,0.0000282864,0.0001186292,0.00001876999],"domain_scores_gemma":[0.9998776,0.00004257246,0.000007256556,0.00001472518,0.00003992659,0.00001789453],"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":[0.00001435768,0.00003554334,0.00006146952,0.0001752396,0.000005348875,0.0001456828,0.00007745896,0.000257622,0.0008370715,0.02009195,0.5938068,0.3844915],"study_design_scores_gemma":[0.000002699315,0.00001022315,0.0001159511,0.0001238576,0.00000263277,0.0002935623,0.00001354684,0.0001023116,0.0001255904,0.003646496,0.9955595,0.000003668444],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003273984,0.01778416,0.005051573,0.0008861192,0.002788739,0.00003901839,0.000269096,0.0003092084,0.9725447],"genre_scores_gemma":[0.001196452,0.008306441,0.001419671,0.0007565795,0.00067149,0.00002550905,0.0002415995,0.0000831359,0.9872991],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1577875,"threshold_uncertainty_score":0.5278517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0151629664396339,"score_gpt":0.208300281380899,"score_spread":0.1931373149412651,"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."}}