{"id":"W4321439483","doi":"10.1007/978-3-031-24528-2","title":"Clinical Cases in the Management of Complex Cardiovascular Disease","year":2023,"lang":"en","type":"book","venue":"Clinical cases in cardiology","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"NOSM University","funders":"","keywords":"Disease; Intensive care medicine; Medicine; Complex disease; Resource (disambiguation); Computer science; Cardiology; Internal 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":[0.001028877,0.001094791,0.0005526024,0.001946026,0.001123448,0.001801337,0.001254553,0.002898958,0.03180166],"category_scores_gemma":[0.004893626,0.0004532609,0.000392411,0.001209794,0.001476153,0.002004877,0.00296357,0.003760477,0.009599355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006536679,"about_ca_system_score_gemma":0.0009863846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001073955,"about_ca_topic_score_gemma":0.00564044,"domain_scores_codex":[0.9994541,0.0002350457,0.00004871451,0.00003335043,0.0001742834,0.00005450472],"domain_scores_gemma":[0.9981622,0.001283005,0.00009898125,0.00005082384,0.0001527407,0.0002522093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"case_report","study_design_scores_codex":[0.00002698527,0.00009964247,0.0005574507,0.0003455785,0.00000554093,0.005899721,0.0004766723,0.000810869,0.000273082,0.03620539,0.8202319,0.1350672],"study_design_scores_gemma":[0.00001761299,0.00003941288,0.001312979,0.001022768,0.00000578059,0.01964751,0.0003997053,0.0004506509,0.00005641722,0.02272516,0.9542993,0.00002247099],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002023145,0.06655768,0.01226573,0.02685473,0.01403485,0.0002341956,0.0002026227,0.0004096841,0.8774173],"genre_scores_gemma":[0.0562093,0.1713836,0.05569302,0.06631896,0.05371531,0.001105553,0.0009843891,0.0006301478,0.5939597],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03180166,"threshold_uncertainty_score":0.1063872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2899302425648393,"score_gpt":0.5043047811843863,"score_spread":0.2143745386195469,"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."}}