{"id":"W4385453125","doi":"10.1136/heartjnl-2023-323063","title":"British Cardiovascular Society/British Heart Foundation/British Atherosclerosis Society/British Society for Cardiovascular Research Young Investigator Award 2023","year":2023,"lang":"en","type":"article","venue":"Heart","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"British Heart Foundation; National Institute for Health and Care Research","keywords":"Medicine; Excellence; Presentation (obstetrics); Canadian Cardiovascular Society; Original research; Family medicine; Medical education; Library science; Internal medicine; Surgery; Myocardial infarction; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006903712,0.000500109,0.002006185,0.0001131262,0.002217937,0.001962926,0.0004416913,0.0007883693,0.0002397556],"category_scores_gemma":[0.00103773,0.0008434818,0.01553665,0.003016926,0.0009465628,0.000512507,0.0003897489,0.0013657,0.0003222446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006773954,"about_ca_system_score_gemma":0.000845473,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04695316,"about_ca_topic_score_gemma":0.001551199,"domain_scores_codex":[0.9910073,0.0003704482,0.001022695,0.002098158,0.003259592,0.002241751],"domain_scores_gemma":[0.9952354,0.0003537232,0.0001001324,0.001511614,0.001668075,0.001131008],"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":[0.000007917381,0.0001837359,0.02669699,0.0009949167,0.008923991,0.0001614707,0.00047426,0.0002496008,0.001576737,0.000002810939,0.9482937,0.01243388],"study_design_scores_gemma":[0.005299697,0.0003221763,0.09250386,0.003402049,0.003130689,0.002158217,0.004136442,0.005373442,0.0004805499,0.0003933771,0.8812979,0.001501608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9478413,0.03641613,0.001939433,0.005036266,0.002285532,0.00344164,0.0005885896,0.002014227,0.0004368676],"genre_scores_gemma":[0.5852729,0.1354262,0.09748723,0.008963577,0.03015678,0.008766823,0.005850916,0.002474806,0.1256008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3625684,"threshold_uncertainty_score":0.9994016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07937636167013813,"score_gpt":0.3267751934689564,"score_spread":0.2473988317988183,"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."}}