{"id":"W6888917311","doi":"10.24433/co.9857122.v1","title":"The Inverse Problem for Cardiac Arrhythmias","year":2023,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Abnormality; Risk stratification; Inverse problem; Cardiac arrhythmia; Ambulatory; Ambulatory ECG; Mechanism (biology)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005944951,0.0003894136,0.0004243021,0.0001760463,0.0001773361,0.00009048459,0.0004482993,0.0003131431,0.000136246],"category_scores_gemma":[0.0002075642,0.0002857282,0.0003303627,0.0002981311,0.000185791,0.00002906219,0.0001240897,0.0002528233,0.01838164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001717318,"about_ca_system_score_gemma":0.000159774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007398073,"about_ca_topic_score_gemma":0.004068758,"domain_scores_codex":[0.9982653,0.0000856433,0.0002311068,0.0005089535,0.0003182709,0.0005906872],"domain_scores_gemma":[0.9982992,0.0002510694,0.0002815471,0.0009798507,0.00006456889,0.0001237778],"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":[0.00002062123,0.000006066763,0.00005277888,0.00009101805,0.0002622059,0.000008970812,0.00009474574,0.000006784181,0.000006867247,0.00141817,0.9969579,0.001073889],"study_design_scores_gemma":[0.0003224213,0.00002410312,0.00001045409,0.000190422,0.0001250379,0.000001573162,0.00007676846,0.00008581184,0.00001597738,0.0008460339,0.9979457,0.000355652],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000158905,0.001611082,0.00003057667,0.0003958005,0.002519497,0.003302238,0.006569508,0.004912545,0.9806429],"genre_scores_gemma":[0.00001552229,0.0002762958,0.0005660863,0.00004784169,0.001931965,0.0001448792,0.0001683871,0.008349123,0.9884999],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0182454,"threshold_uncertainty_score":0.9999595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02618305689790482,"score_gpt":0.2698121391479497,"score_spread":0.2436290822500449,"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."}}