{"id":"W2113583483","doi":"10.1093/europace/eul128","title":"Wave similarity of human ventricular fibrillation from bipolar electrograms","year":2007,"lang":"en","type":"article","venue":"EP Europace","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Ventricular fibrillation; Similarity (geometry); Fibrillation; Cardiology; Internal medicine; Atrial fibrillation; Artificial intelligence","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":[0.0002052936,0.0001122926,0.0002718458,0.00007067092,0.0000702108,0.00000399896,0.00002982668,0.00009366873,0.00006989038],"category_scores_gemma":[0.00008755359,0.0001039603,0.0001719006,0.0002474219,0.00006458041,0.00003188832,0.00002302254,0.0002184152,0.00002716273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003559053,"about_ca_system_score_gemma":0.00002476015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006972843,"about_ca_topic_score_gemma":0.000006894831,"domain_scores_codex":[0.9990939,0.00006412068,0.0002034921,0.0002065414,0.0001705823,0.0002613878],"domain_scores_gemma":[0.9994046,0.00008086157,0.00009489465,0.0002578818,0.00007813247,0.00008360229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000376802,0.00009413058,0.02816784,0.00004188913,0.0002075472,0.001480355,0.0001730648,0.00002318554,0.9548796,0.0006280721,0.0007722162,0.01315524],"study_design_scores_gemma":[0.001229466,0.001110686,0.4826488,0.00005499036,0.0002439333,0.0002927452,0.00002946579,0.0001389218,0.482042,0.000715805,0.03126864,0.0002245743],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947096,0.002940832,0.0006553494,0.0001645444,0.00008420426,0.0001664358,0.000005567631,0.00005843116,0.001215078],"genre_scores_gemma":[0.9985374,0.00008216371,0.0003654824,0.0001286818,0.0005534416,5.581674e-7,0.00009487772,0.00001822121,0.0002191285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4728377,"threshold_uncertainty_score":0.4239376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01364977920047915,"score_gpt":0.2687518444212579,"score_spread":0.2551020652207788,"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."}}