{"id":"W4311441908","doi":"10.1016/j.jcmg.2022.10.016","title":"Difficult and Thin-Walled","year":2022,"lang":"en","type":"letter","venue":"JACC. Cardiovascular imaging","topic":"Viral Infections and Immunology Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Materials 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0007150208,0.0003693021,0.001037278,0.0004643087,0.0004292923,0.0001170425,0.000185919,0.0003198201,0.0007488425],"category_scores_gemma":[0.0001833876,0.0003254077,0.001242092,0.0004049682,0.0002072176,0.0001440376,0.0004650918,0.0041407,0.00007913258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002233222,"about_ca_system_score_gemma":0.0001468219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003013104,"about_ca_topic_score_gemma":7.051489e-7,"domain_scores_codex":[0.9971664,0.0003559986,0.0002993003,0.0007363246,0.0008359065,0.000606059],"domain_scores_gemma":[0.9983966,0.0000782723,0.00006286509,0.001181622,0.0002048224,0.00007586247],"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":[0.00003673508,0.00003826296,0.001524127,0.0003254771,0.005686821,0.004986092,0.0001172341,0.00001421502,0.0001777865,0.00000612638,0.9639868,0.02310039],"study_design_scores_gemma":[0.001426927,0.00007884573,0.00255947,0.00007193738,0.001130439,0.002766065,0.0001082264,0.000158193,0.00003344233,0.00001584286,0.991326,0.0003245936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009914475,0.1759644,0.0003854769,0.7771236,0.001896746,0.00210389,0.00005812105,0.000562188,0.03199118],"genre_scores_gemma":[0.02904685,0.02385867,0.0009683046,0.8945133,0.01348827,0.001204418,0.002826762,0.0007675015,0.03332594],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1521057,"threshold_uncertainty_score":0.9999198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01701694912016342,"score_gpt":0.2588254458210857,"score_spread":0.2418084967009223,"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."}}