{"id":"W4402995423","doi":"10.1016/j.hrthm.2024.06.018","title":"Heart Rhythm Society Awards Subcommittee Update","year":2024,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Heart Rhythm; Rhythm; 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":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0002928898,0.0002169401,0.0003695211,0.00009709341,0.0001685867,0.00003355683,0.00004917012,0.002475194,0.0008231077],"category_scores_gemma":[0.00002244311,0.0001738589,0.0003758219,0.0004326221,0.0002265247,0.00009021466,0.00008021281,0.003333448,0.002667785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005648352,"about_ca_system_score_gemma":0.0001640292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002285255,"about_ca_topic_score_gemma":0.000003679845,"domain_scores_codex":[0.9985781,0.00003127135,0.0002737028,0.0004310951,0.0002256391,0.0004601645],"domain_scores_gemma":[0.9992345,0.00005129898,0.00001830451,0.0004980517,0.00004844979,0.0001493733],"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":[0.00005122553,0.0001010879,0.0004760595,0.0003402938,0.0003472674,0.000835492,0.0003169678,0.000003940882,0.001673575,0.01289762,0.9784681,0.004488325],"study_design_scores_gemma":[0.0004049097,0.0001482144,0.001662693,0.0002571832,0.0001011389,0.01779592,0.0000671571,0.0009430193,0.005952862,0.0005954746,0.9718676,0.0002038638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2529085,0.02132008,0.000930197,0.713385,0.003172611,0.000589684,0.00001992095,0.002326583,0.005347383],"genre_scores_gemma":[0.9641043,0.002111284,0.003486825,0.01828569,0.0009803543,0.00003169295,0.00004143982,0.00007185728,0.01088655],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7111958,"threshold_uncertainty_score":0.9989659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01211911493070772,"score_gpt":0.27484520216901,"score_spread":0.2627260872383023,"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."}}