{"id":"W4416549211","doi":"10.1016/j.cjca.2025.11.031","title":"Artificial Intelligence Will Not Replace Imaging Specialists, For Now","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Applications of artificial intelligence; Medical imaging; Ethical issues; Human intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.008819195,0.0008135356,0.001118043,0.001253274,0.001634573,0.005644245,0.001619375,0.006493943,0.02520508],"category_scores_gemma":[0.02499294,0.0003724177,0.0008341912,0.000765676,0.007531193,0.007781192,0.002771134,0.01219317,0.01565013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002250425,"about_ca_system_score_gemma":0.004077154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00420667,"about_ca_topic_score_gemma":0.0046438,"domain_scores_codex":[0.9959309,0.001136565,0.0002750327,0.000723532,0.00161751,0.0003164391],"domain_scores_gemma":[0.9747955,0.01024143,0.001543723,0.002033333,0.006137324,0.005248711],"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":[0.0002492613,0.0003151328,0.003918704,0.001096348,0.0001567293,0.0003357336,0.0006453887,0.0006085052,0.00208365,0.1693169,0.5286945,0.2925791],"study_design_scores_gemma":[0.00006100654,0.0001487057,0.0022358,0.001184908,0.00005022282,0.001123313,0.0008134849,0.0005758342,0.0004349116,0.1522518,0.841063,0.00005693858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002982845,0.05891387,0.01323108,0.8585619,0.01823895,0.0000211244,0.0002613358,0.0003731797,0.04741585],"genre_scores_gemma":[0.1019511,0.1216181,0.0493288,0.5775784,0.04933001,0.0001242233,0.0009090123,0.0005787147,0.09858166],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02520508,"threshold_uncertainty_score":0.08431935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1125956720913493,"score_gpt":0.4031267260479009,"score_spread":0.2905310539565516,"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."}}