{"id":"W4315647222","doi":"10.3390/app13020984","title":"Applied Sciences—Special Issue on Emerging Techniques in Imaging, Modelling and Visualization for Cardiovascular Diagnosis and Therapy","year":2023,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Visualization; Medical imaging; Medical physics; Medicine; Computer science; Data science; Artificial intelligence","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":[0.002196449,0.001568301,0.001799823,0.004076361,0.001034507,0.004413133,0.001587184,0.002732228,0.0642785],"category_scores_gemma":[0.003540329,0.000414185,0.001130645,0.002386048,0.001041071,0.002558312,0.002131495,0.003532257,0.02724734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001010269,"about_ca_system_score_gemma":0.002170235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006327674,"about_ca_topic_score_gemma":0.001545141,"domain_scores_codex":[0.9984083,0.000184923,0.0001448913,0.0001993061,0.0009183257,0.0001443164],"domain_scores_gemma":[0.9947205,0.001415617,0.0003516732,0.0003131622,0.002192822,0.001006292],"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":[0.00008286167,0.00009558599,0.0004431581,0.001582785,0.00006449649,0.000200014,0.00005114759,0.0002740321,0.002087099,0.004684197,0.8152049,0.1752297],"study_design_scores_gemma":[0.000007835514,0.00007109977,0.0008133214,0.0003501253,0.00002259116,0.0005706879,0.00003348949,0.0003309246,0.0004625723,0.003564593,0.9937602,0.00001248178],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001980582,0.2915248,0.008478429,0.02715454,0.5896761,0.0002494165,0.0006796272,0.0006374219,0.07961897],"genre_scores_gemma":[0.007002624,0.269556,0.004291182,0.006911732,0.5816483,0.0001355353,0.001073384,0.0005019818,0.1288792],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0642785,"threshold_uncertainty_score":0.215033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03475383920431621,"score_gpt":0.3282169902933754,"score_spread":0.2934631510890592,"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."}}