{"id":"W2064659575","doi":"10.1111/j.1475-097x.2012.01150.x","title":"Using ballistocardiography to measure cardiac performance: a brief review of its history and future significance","year":2012,"lang":"en","type":"review","venue":"Clinical Physiology and Functional Imaging","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Ballistocardiography; Medicine; Cardiac cycle; Measure (data warehouse); Medical physics; Intensive care medicine; Cardiology; Computer science; Data mining","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"],"consensus_categories":[],"category_scores_codex":[0.000756344,0.0004315155,0.001954286,0.0001587449,0.00007703375,0.000006213439,0.0001226411,0.0002641478,0.00003105819],"category_scores_gemma":[0.00007336367,0.0003917101,0.0005925453,0.0002548122,0.0002435638,0.0001926833,0.000107786,0.000760459,0.00001065414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000129094,"about_ca_system_score_gemma":0.0001075167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001614467,"about_ca_topic_score_gemma":4.716339e-8,"domain_scores_codex":[0.9979182,0.0002455164,0.0008402723,0.0004865166,0.0001787311,0.0003307876],"domain_scores_gemma":[0.9987268,0.0003992327,0.0002143946,0.0002843998,0.0001507043,0.0002244513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002139611,0.00003062089,0.001045069,0.1520216,0.0006854451,0.000002687913,0.00001809026,0.00001331007,0.0007794217,0.00005292499,0.002975615,0.8423538],"study_design_scores_gemma":[0.0001022776,0.00003083095,0.002294693,0.0231379,0.001146951,0.00002246769,0.000004112394,0.00001481976,0.000003645632,0.000009016194,0.9727859,0.0004473443],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009577955,0.9940029,0.0001666923,0.000008379307,0.004691368,0.0005487833,0.00003513363,0.00005978478,0.0003911915],"genre_scores_gemma":[0.0007283341,0.9946765,0.000317722,0.0001502408,0.003942122,0.00007868572,0.00003495302,0.0000620604,0.000009378186],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9698103,"threshold_uncertainty_score":0.9998535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09803246628706189,"score_gpt":0.3220687978332661,"score_spread":0.2240363315462042,"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."}}