{"id":"W4410337389","doi":"10.25270/jic/25.00089","title":"Artificial Intelligence for Chronic Total Occlusion Percutaneous Coronary Interventions","year":2025,"lang":"en","type":"article","venue":"˜The œJournal of invasive cardiology/˜The œjournal of invasive cardiology","topic":"Coronary Interventions and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Coronary occlusion; Percutaneous coronary intervention; Psychological intervention; Percutaneous; Medicine; Cardiology; Internal medicine; Occlusion; Myocardial infarction; Psychiatry","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"],"consensus_categories":[],"category_scores_codex":[0.004123125,0.0005643404,0.002238888,0.000798816,0.000601168,0.00004037212,0.00121846,0.0005099186,0.0001063202],"category_scores_gemma":[0.004955514,0.0003546478,0.00383863,0.0005335462,0.001420676,0.0001869207,0.0004739309,0.001751057,0.00002470702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008660589,"about_ca_system_score_gemma":0.002337606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001880714,"about_ca_topic_score_gemma":0.0001784551,"domain_scores_codex":[0.9935595,0.001638742,0.003181534,0.0003493731,0.0005202875,0.000750524],"domain_scores_gemma":[0.9824307,0.00952086,0.002131183,0.0007801838,0.00485586,0.0002812375],"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":[0.04802262,0.002276407,0.07553963,0.003977795,0.05462258,0.05364346,0.005257601,0.1468163,0.1925141,0.009340054,0.2929907,0.1149988],"study_design_scores_gemma":[0.004597616,0.03646625,0.04490945,0.007314276,0.0172461,0.8188293,0.02287472,0.0003923684,0.007003861,0.02720444,0.01201736,0.001144239],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.743171,0.02886837,0.2100189,0.007126221,0.008135929,0.001684329,0.0001865691,0.00002654149,0.0007821891],"genre_scores_gemma":[0.9886796,0.00636897,0.0006091014,0.00116906,0.00270968,0.00002000145,0.00003372995,0.00005076073,0.0003590644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7651858,"threshold_uncertainty_score":0.9998906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03742497248841851,"score_gpt":0.318513548154551,"score_spread":0.2810885756661325,"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."}}