{"id":"W7117120966","doi":"10.2139/ssrn.5955106","title":"An In-Vitro Simulator to Investigate Flow Disturbances in the Left Ventricle during a Blunt Chest Trauma","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Ventricle; Cardiac cycle; Ascending aorta; Blunt; Aorta; Diastole; Ventricular pressure; Cardiac Ventricle","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":[0.005072316,0.0009215525,0.001269743,0.001464445,0.000440548,0.0004559258,0.001914171,0.0004016677,0.00008335943],"category_scores_gemma":[0.000444374,0.0007529642,0.0004981715,0.001395381,0.0001523617,0.0004357612,0.0003764955,0.009261902,0.00004717382],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004439251,"about_ca_system_score_gemma":0.003342927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007089188,"about_ca_topic_score_gemma":0.008276073,"domain_scores_codex":[0.9899918,0.0007589146,0.001654386,0.001237549,0.001094146,0.005263143],"domain_scores_gemma":[0.9974554,0.0003401327,0.0004958628,0.00110938,0.0001158267,0.0004833957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01014527,0.008917504,0.4571211,0.002821358,0.002769155,0.001734681,0.03801249,0.1859864,0.003393031,0.009722062,0.0002579078,0.279119],"study_design_scores_gemma":[0.0165882,0.002242913,0.8881554,0.00453358,0.001442717,0.0003382337,0.01883404,0.01513831,0.004870445,0.04214145,0.003602248,0.00211245],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768099,0.01155722,0.0003877897,0.007523891,0.0008544868,0.002053254,0.00002374481,0.00004741077,0.0007422934],"genre_scores_gemma":[0.9874388,0.009295065,0.0001487126,0.0009131534,0.001220864,0.0001290053,0.0000361433,0.0000634854,0.0007547737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4310343,"threshold_uncertainty_score":0.9994921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01332708124682496,"score_gpt":0.2761261049817683,"score_spread":0.2627990237349433,"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."}}