{"id":"W206547628","doi":"10.5220/0002696501800187","title":"COMBINATORIAL DETECTION OF ARRHYTHMIA","year":2010,"lang":"en","type":"article","venue":"","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pacific Institute for the Mathematical Sciences","funders":"","keywords":"Computer science","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":[0.00006260018,0.00002725876,0.00008483055,0.00003971707,0.00001457359,0.000001895922,0.00001268838,0.00004102368,0.00008587952],"category_scores_gemma":[0.00005766819,0.00002086235,0.00004655173,0.00008186662,0.00001589374,0.00001269574,0.00000457526,0.0001005933,0.00001612593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003535593,"about_ca_system_score_gemma":0.00001027816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008585284,"about_ca_topic_score_gemma":0.00001228666,"domain_scores_codex":[0.9997473,0.000003320647,0.00007339968,0.00005165424,0.00007963886,0.00004470516],"domain_scores_gemma":[0.9997694,0.00001308284,0.00002032778,0.0001101386,0.00005261171,0.0000344761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002429968,0.00002454843,0.01310244,0.00001109462,0.00002446897,0.000002492879,0.00001609018,2.201259e-7,0.9538574,0.0007366278,0.00002097295,0.0321794],"study_design_scores_gemma":[0.0006403034,0.0001162016,0.0146495,0.00000782188,0.00007248359,0.00001376141,0.00003259071,0.00035763,0.9788665,0.0004768146,0.004729311,0.00003711574],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876624,0.000004671695,0.0003540399,0.0001184011,0.00103192,0.00002164111,1.444281e-7,0.00002925834,0.01077757],"genre_scores_gemma":[0.9978262,0.000001581578,0.000377161,0.000006791781,0.0009574089,0.000001034566,6.014017e-7,0.000003220618,0.0008260612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03214228,"threshold_uncertainty_score":0.09403206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005691540007275915,"score_gpt":0.2525911291948026,"score_spread":0.2468995891875267,"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."}}