{"id":"W4367175882","doi":"10.1016/j.hrthm.2023.03.008","title":"Heart Rhythm Society Membership Committee Viewpoint: Update and current initiatives","year":2023,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Heart Rhythm; Medicine; Rhythm; Law; Gerontology; Internal medicine; Political 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":[0.0004389751,0.0002038836,0.0006053108,0.0000902961,0.000272338,0.00003438933,0.000007772022,0.00007415465,0.00004808617],"category_scores_gemma":[0.0001100397,0.0001807134,0.0002834138,0.0004368903,0.0001711466,0.0001115137,0.0001119748,0.0002543771,0.000716796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003633685,"about_ca_system_score_gemma":0.00005320014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009997074,"about_ca_topic_score_gemma":0.000003039937,"domain_scores_codex":[0.9985963,0.00008517154,0.0002839512,0.000342037,0.0003249717,0.0003676155],"domain_scores_gemma":[0.9991406,0.0002335501,0.00005157528,0.0002806505,0.0001156249,0.000178042],"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":[0.0001220928,0.00007225881,0.03647657,0.0009107845,0.0004642794,0.00005779727,0.006256854,0.00002874465,0.0001618509,0.00370874,0.9440223,0.007717754],"study_design_scores_gemma":[0.0008924324,0.00007224896,0.1317089,0.0002544867,0.0000794788,0.003208257,0.0007870156,0.0001608985,0.0002462408,0.0005776466,0.8617737,0.0002386882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9227989,0.02205531,0.0000921283,0.03259338,0.001370003,0.0007673965,0.0000779657,0.001042983,0.01920197],"genre_scores_gemma":[0.9902948,0.004481809,0.0005120314,0.003342832,0.0007936512,0.00003424751,0.00005133883,0.00003731461,0.000452007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09523232,"threshold_uncertainty_score":0.9213201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05573007536775653,"score_gpt":0.3438401020517492,"score_spread":0.2881100266839927,"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."}}