{"id":"W4401070518","doi":"10.1016/j.jacep.2024.05.028","title":"Nothing Means Nothing","year":2024,"lang":"en","type":"editorial","venue":"JACC. Clinical electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Nothing; Computer science; Philosophy; Epistemology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006655422,0.003924849,0.003921402,0.002552881,0.003979971,0.01078938,0.003912028,0.01538308,0.06597609],"category_scores_gemma":[0.0444916,0.001621879,0.00289918,0.001274034,0.002803391,0.006689194,0.002104095,0.03075724,0.06609134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002659038,"about_ca_system_score_gemma":0.004006195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002240274,"about_ca_topic_score_gemma":0.005389131,"domain_scores_codex":[0.9934963,0.001201007,0.0007125277,0.0008383011,0.003323086,0.0004287446],"domain_scores_gemma":[0.9751469,0.009948825,0.001318421,0.0009187424,0.008055802,0.004611223],"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":[0.00002052578,0.000008534278,0.00001207398,0.0001157584,0.00001351416,0.00002651948,0.000005753791,0.000008450181,0.00001491762,0.0002701682,0.9963915,0.003112313],"study_design_scores_gemma":[0.00009527447,0.0000286294,0.0001773294,0.0004051855,0.0000503624,0.0001117324,0.00003182329,0.00008109579,0.00005855232,0.001163775,0.9977723,0.00002382282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001924168,0.002016506,0.00006566796,0.03887714,0.954936,0.000023012,0.00006726468,0.0001020713,0.003892992],"genre_scores_gemma":[0.000405521,0.003129908,0.0001006956,0.05951368,0.9110982,0.00004136631,0.00007294382,0.00007336486,0.02556421],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.06597609,"threshold_uncertainty_score":0.220712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06828782126042356,"score_gpt":0.4398931222384166,"score_spread":0.3716053009779931,"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."}}