{"id":"W3098466682","doi":"10.1016/j.jcin.2020.07.043","title":"Watchman FLX","year":2020,"lang":"en","type":"letter","venue":"JACC: Cardiovascular Interventions","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital","funders":"Canadian Institutes of Health Research; Servier; National Institutes of Health; Michael Smith Health Research BC; Bayer Fund; Heart and Stroke Foundation of Canada","keywords":"Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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","metaepi_broad","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002924028,0.0004380692,0.001397755,0.0003332894,0.0001456317,0.0001120145,0.0002681691,0.0004918108,0.002101185],"category_scores_gemma":[0.0002180758,0.0004070924,0.01477946,0.0003820103,0.00007125505,0.0001128156,0.0002508714,0.001343861,0.002401588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001470873,"about_ca_system_score_gemma":0.00005742285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004406332,"about_ca_topic_score_gemma":0.00000288668,"domain_scores_codex":[0.9969746,0.0002152492,0.0007501888,0.0006920563,0.0009645692,0.0004033741],"domain_scores_gemma":[0.9982309,0.00006189518,0.0001784094,0.001227675,0.0001683671,0.000132748],"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":[0.00001395205,0.000006324948,0.0004720012,0.001577985,0.009735536,0.001249649,0.00002919924,0.0000152652,0.000003128164,0.00006138709,0.9824982,0.004337413],"study_design_scores_gemma":[0.00112051,0.000103066,0.001315284,0.0005743693,0.00703366,0.00007637582,0.00002693865,0.00002399575,0.00001926496,0.000170303,0.9891652,0.0003710108],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006319943,0.007480488,0.006815011,0.9622651,0.00218684,0.001510904,0.00006944345,0.0005155919,0.01909342],"genre_scores_gemma":[0.006805166,0.001034072,0.002688776,0.7775522,0.07172053,0.0001135326,0.006861163,0.0004500745,0.1327744],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1847129,"threshold_uncertainty_score":0.9998381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1425684396692115,"score_gpt":0.3466249654046341,"score_spread":0.2040565257354226,"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."}}