{"id":"W4416940363","doi":"10.1016/j.cjca.2025.11.045","title":"Beyond the Angio: When Seeing Isn’t Enough - Imaging and Artificial Intelligence in the Pursuit of the Perfect Percutaneous Coronary Intervention","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Coronary Interventions and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Percutaneous coronary intervention; Intervention (counseling); MEDLINE; Applications of artificial intelligence; Percutaneous","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":[0.01775487,0.000741988,0.001594483,0.001974327,0.003422148,0.01111812,0.002058636,0.009181244,0.006572355],"category_scores_gemma":[0.05914061,0.000673546,0.0007225599,0.001111362,0.0235632,0.0204313,0.004236684,0.02078749,0.00217705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003531247,"about_ca_system_score_gemma":0.006052999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008458454,"about_ca_topic_score_gemma":0.01117688,"domain_scores_codex":[0.9909071,0.00551289,0.0003760662,0.0006821788,0.00193436,0.0005874499],"domain_scores_gemma":[0.9624301,0.0251939,0.001822353,0.001773299,0.005035167,0.003745203],"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":[0.0007672563,0.0003624829,0.01343902,0.00101612,0.0003143795,0.001228324,0.00499924,0.002392371,0.001058606,0.323822,0.3617117,0.2888886],"study_design_scores_gemma":[0.00006517048,0.00008477085,0.002798363,0.001223857,0.00008586913,0.0007622857,0.003753333,0.00196604,0.000417497,0.8778987,0.1108348,0.0001093503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004601666,0.03550702,0.009572592,0.9257588,0.004433687,0.00001901261,0.0001059927,0.0001276316,0.01987356],"genre_scores_gemma":[0.5104471,0.07159726,0.03858624,0.346557,0.02093536,0.0001356891,0.0002083818,0.0005355406,0.01099743],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01775487,"threshold_uncertainty_score":0.09389782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01327203236137572,"score_gpt":0.2661229998250108,"score_spread":0.2528509674636351,"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."}}