{"id":"W3048948736","doi":"10.2196/17803","title":"Respiration Rate Estimation Based on Independent Component Analysis of Accelerometer Data: Pilot Single-Arm Intervention Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and ICT, South Korea; National Research Foundation","keywords":"Accelerometer; Respiration; Wilcoxon signed-rank test; Respiration rate; Statistics; Medicine; Computer science; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003052119,0.001343381,0.002164567,0.000510292,0.0006745038,0.0004171171,0.0006326875,0.001148399,0.002212893],"category_scores_gemma":[0.003693416,0.0006361794,0.001081984,0.0003141404,0.0006286072,0.0008107531,0.0007131796,0.001049705,0.0004775772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003896497,"about_ca_system_score_gemma":0.0009280462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001313567,"about_ca_topic_score_gemma":0.001702018,"domain_scores_codex":[0.9985839,0.0006916908,0.0001085042,0.0002658739,0.0001536916,0.0001963664],"domain_scores_gemma":[0.9981499,0.0005786918,0.0002792727,0.0002176605,0.0004055129,0.0003690329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1878122,0.423097,0.07485021,0.002770306,0.002830629,0.00104032,0.00482055,0.001918717,0.06184981,0.0002033396,0.002196366,0.2366104],"study_design_scores_gemma":[0.03061507,0.6528877,0.3021848,0.0001432288,0.001448875,0.0003366675,0.0009892047,0.005419827,0.004276497,0.0001562392,0.00141969,0.0001222672],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956563,0.0001948032,0.002609266,0.00007379089,0.00003736817,0.00108679,0.00009062474,0.00003753346,0.0002135009],"genre_scores_gemma":[0.9892988,0.00027682,0.005296365,0.0001147128,0.00009496252,0.004024699,0.0002463556,0.00001587966,0.0006314506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003052119,"threshold_uncertainty_score":0.0161413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1668239562244362,"score_gpt":0.3718185297178507,"score_spread":0.2049945734934145,"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."}}