{"id":"W1932183881","doi":"10.1007/s00391-013-0560-2","title":"Development and pilot study of a bed-exit alarm based on a body-worn accelerometer","year":2013,"lang":"de","type":"article","venue":"Zeitschrift für Gerontologie und Geriatrie","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut Universitaire de Gériatrie de Montréal","funders":"NIH Clinical Center","keywords":"Accelerometer; ALARM; Computer science; Aeronautics; Physical medicine and rehabilitation; Simulation; Human–computer interaction; Engineering; Aerospace engineering; Medicine","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":[0.0009742847,0.0008240301,0.001485081,0.001033571,0.0003984018,0.00007295774,0.0005220926,0.0006871496,0.0004126671],"category_scores_gemma":[0.0007427408,0.0007183151,0.0001052402,0.0008104244,0.0002860065,0.0002096307,0.0003281943,0.00119531,0.0004828772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006968832,"about_ca_system_score_gemma":0.0005965426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001441347,"about_ca_topic_score_gemma":0.0002272788,"domain_scores_codex":[0.9946276,0.0004229532,0.001613366,0.001223771,0.0007748606,0.001337442],"domain_scores_gemma":[0.9963791,0.0007936409,0.0006593429,0.001274745,0.0003637505,0.0005293744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006372598,0.01924824,0.7171415,0.002458325,0.003578,0.0005608741,0.007050655,0.00002331579,0.002209516,0.0004955554,0.006270729,0.2345907],"study_design_scores_gemma":[0.02516223,0.09364618,0.7418845,0.001885954,0.002694579,0.00001380636,0.006869073,0.0005714151,0.01881638,0.00005746959,0.1058678,0.002530653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814067,0.009276468,0.00009437273,0.001524643,0.002367549,0.003754871,0.00001893017,0.0003344995,0.001221986],"genre_scores_gemma":[0.9941109,0.0006341812,0.003646038,0.000416973,0.000489929,0.0004307201,0.00004649017,0.00008467136,0.0001400516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.23206,"threshold_uncertainty_score":0.9995268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07913638746185557,"score_gpt":0.3455663549136571,"score_spread":0.2664299674518015,"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."}}