{"id":"W2073211440","doi":"10.1155/2010/631264","title":"Is Single‐View Fluoroscopy Sufficient in Guiding Cardiac Ablation Procedures?","year":2010,"lang":"en","type":"article","venue":"International Journal of Biomedical Imaging","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Fluoroscopy; Computer science; Ablation; Imaging phantom; Catheter ablation; Algorithm; Catheter; Artificial intelligence; Nuclear medicine; Medicine; Radiology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004525482,0.0001174654,0.0002849076,0.0004340568,0.00002719689,0.00005689055,0.0001269974,0.00005548264,0.0001684843],"category_scores_gemma":[0.0003956874,0.00009292583,0.0002265264,0.000183332,0.00009503835,0.0001969461,0.00004888125,0.0002716427,0.00001544203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002044438,"about_ca_system_score_gemma":0.000222675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002058098,"about_ca_topic_score_gemma":0.000003311721,"domain_scores_codex":[0.9981466,0.00002236698,0.0005729065,0.0001526111,0.0009231687,0.0001823818],"domain_scores_gemma":[0.9989756,0.00006711044,0.000243226,0.0000998681,0.0004227995,0.0001914355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004141344,0.00149222,0.3894739,0.00008365326,0.0007136111,0.002993285,0.001654956,0.000006763384,0.3804625,0.0002827224,0.01005474,0.2123676],"study_design_scores_gemma":[0.01394866,0.0007038593,0.6011371,0.004774723,0.0006281119,0.01050706,0.0009100381,0.00447026,0.08816908,0.001033731,0.2729444,0.0007729962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804502,0.0007818372,0.0007932968,0.01200952,0.004086886,0.0001358945,0.00001674189,0.00001414213,0.001711527],"genre_scores_gemma":[0.9953924,0.0001071887,0.002576473,0.0006412818,0.001191787,0.000002748744,0.00001885835,0.0000146855,0.00005456867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2922934,"threshold_uncertainty_score":0.3789406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01624550519853529,"score_gpt":0.3235764654626747,"score_spread":0.3073309602641394,"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."}}