{"id":"W4282926861","doi":"10.25270/jic/21.00396","title":"An Arrow Through the Heart","year":2022,"lang":"en","type":"article","venue":"˜The œJournal of invasive cardiology/˜The œjournal of invasive cardiology","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Hemopericardium; Ventricle; Diaphragm (acoustics); Hemothorax; Pericardial effusion; Mitral regurgitation; Cardiology; Mitral valve; Internal medicine; Cardiopulmonary resuscitation; Surgery; Pneumothorax; Cardiac tamponade; Resuscitation","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008912074,0.0007073394,0.002757519,0.0005315944,0.001295631,0.00006179896,0.002777959,0.000330795,0.0001959659],"category_scores_gemma":[0.00170932,0.0003707728,0.002326403,0.0008631949,0.001851708,0.0004514229,0.0006368534,0.003561632,0.00003749271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004995808,"about_ca_system_score_gemma":0.001335505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006869769,"about_ca_topic_score_gemma":0.00007162473,"domain_scores_codex":[0.9880195,0.006739585,0.002331253,0.0004332985,0.001419793,0.001056633],"domain_scores_gemma":[0.9859204,0.006845284,0.002780668,0.001518362,0.002561457,0.0003737739],"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":[0.008192144,0.0004005747,0.1762637,0.0001508071,0.01476277,0.009553027,0.007648948,0.0623183,0.02752578,0.001183487,0.6904272,0.001573161],"study_design_scores_gemma":[0.01297105,0.02310398,0.1619157,0.0004133929,0.01210012,0.3067675,0.09105135,0.0000317642,0.003276913,0.009322719,0.377739,0.00130643],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355844,0.01675126,0.003802115,0.03126644,0.006556778,0.001464371,0.00008513912,0.00004155483,0.004447913],"genre_scores_gemma":[0.9736391,0.004495581,0.0002739436,0.0163753,0.004858555,0.00004679396,0.00002080711,0.00009502403,0.0001949319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3126882,"threshold_uncertainty_score":0.9998744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03420373944962869,"score_gpt":0.2826561481745579,"score_spread":0.2484524087249292,"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."}}