{"id":"W2331319537","doi":"10.1097/shk.0000000000000077","title":"Precordial Vibrations Provide Noninvasive Detection of Early-Stage Hemorrhage","year":2013,"lang":"en","type":"article","venue":"Shock","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"Simon Fraser University","keywords":"Medicine; Cardiology; Stroke volume; Internal medicine; Pulse pressure; Hemodynamics; Blood pressure; Heart rate; Precordial examination; Stroke (engine); Pulse (music); Electrocardiography","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00003586544,0.0001345033,0.0001368073,0.00009199628,0.0000503999,0.0000423828,0.0001123951,0.00007604709,0.0001333366],"category_scores_gemma":[0.00004515669,0.0001441952,0.00006483982,0.0001866996,0.00002467274,0.0004227511,0.00003379299,0.0001391233,0.0002458861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007622788,"about_ca_system_score_gemma":0.000020169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003589893,"about_ca_topic_score_gemma":0.0001019457,"domain_scores_codex":[0.9992816,0.00001649583,0.0002092558,0.0001409435,0.0001327495,0.0002188963],"domain_scores_gemma":[0.9995428,0.00006171445,0.000040702,0.0002125013,0.00006755499,0.00007474312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003368878,0.000009732044,0.002779094,0.00007640217,0.00002545663,0.000004106046,0.0002002579,0.001801828,0.9858708,0.00001766326,0.00005749774,0.009153776],"study_design_scores_gemma":[0.0001441492,0.00008704873,0.004110963,0.00002007104,0.00001385905,0.000003908711,0.00009580295,0.002323468,0.9926995,0.0002090511,0.0001244113,0.0001677825],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485989,0.00004957072,0.04538967,0.000008535379,0.0007123591,0.000447654,0.00001144631,0.0002365427,0.004545347],"genre_scores_gemma":[0.995869,0.000005461167,0.003373322,0.000005251838,0.0002905784,0.00007635311,0.000003547878,0.00004060756,0.0003359184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04727008,"threshold_uncertainty_score":0.5880109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009015546877231252,"score_gpt":0.2030088922840658,"score_spread":0.1939933454068345,"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."}}