{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007868018,0.001162141,0.001757051,0.001130408,0.001423215,0.006326349,0.001878329,0.00666273,0.388725],"category_scores_gemma":[0.02125103,0.0005330393,0.001056696,0.0009844478,0.001019618,0.002513612,0.002834168,0.006727525,0.3040227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003678621,"about_ca_system_score_gemma":0.01281069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007509458,"about_ca_topic_score_gemma":0.01651258,"domain_scores_codex":[0.995161,0.0007586725,0.0002651958,0.0004989694,0.002367888,0.0009483271],"domain_scores_gemma":[0.9704771,0.002490941,0.0007212075,0.0008898546,0.01106933,0.01435159],"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":[0.00005047474,0.00001392327,0.0000695181,0.0000490826,0.000003841683,0.00003691477,0.000009497318,0.00001007408,0.00003873145,0.0008658704,0.9754199,0.02343218],"study_design_scores_gemma":[0.00009384662,0.00004757421,0.0007708213,0.0002133924,0.000007911149,0.0001474876,0.00003611277,0.00005156204,0.00003827653,0.0008722834,0.9977107,0.0000100638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001320965,0.01844968,0.003494879,0.2855652,0.1951684,0.0007232649,0.009014121,0.002423494,0.48384],"genre_scores_gemma":[0.01083389,0.01882514,0.004652423,0.04483429,0.03090926,0.0005713321,0.009464242,0.0017362,0.8781732],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.388725,"threshold_uncertainty_score":0.8719097,"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."}}