{"id":"W4318473248","doi":"10.1016/j.hrthm.2022.12.016","title":"Introducing a new Heart Rhythm series: Heart Rhythm Society Committee/Council Viewpoints","year":2023,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Cardiovascular Health and Risk Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Heart Rhythm; Medicine; Rhythm; Viewpoints; Series (stratigraphy); Cardiology; Internal medicine","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":[0.002899132,0.0007135932,0.001826303,0.0002066537,0.0007186494,0.0001089007,0.0001105126,0.0005229948,0.0006972912],"category_scores_gemma":[0.0007125033,0.0006495349,0.001748815,0.001700984,0.0002457705,0.0003851388,0.0002517918,0.001368649,0.004749043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009610968,"about_ca_system_score_gemma":0.003085342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001777469,"about_ca_topic_score_gemma":0.0002363929,"domain_scores_codex":[0.9933453,0.0002652835,0.001088718,0.001305861,0.002116395,0.001878423],"domain_scores_gemma":[0.9956686,0.0002427266,0.0001420564,0.001936306,0.0005581808,0.001452149],"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":[0.0002506469,0.0001000558,0.002226736,0.0009085968,0.0003552462,0.0003849842,0.00278066,0.0001398011,0.0005129609,0.00008301593,0.9885517,0.003705583],"study_design_scores_gemma":[0.002545671,0.0003540968,0.01805078,0.0005168236,0.0001750372,0.03066903,0.0007479719,0.0003241711,0.0008047665,0.0001607095,0.9450274,0.0006235972],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7997557,0.01526324,0.0005594283,0.1680665,0.007284098,0.004097868,0.0001072772,0.003218151,0.001647773],"genre_scores_gemma":[0.6097127,0.02715012,0.05226849,0.1300112,0.0565393,0.0009561555,0.001164604,0.001837795,0.1203597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.190043,"threshold_uncertainty_score":0.9995956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03944629457708113,"score_gpt":0.2891641853276918,"score_spread":0.2497178907506107,"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."}}