{"id":"W4417075908","doi":"10.1186/s12984-025-01798-3","title":"Exhalation-synchronous robotic abdominal compression for user-centered respiratory assistance and training in neurological patients","year":2025,"lang":"en","type":"article","venue":"Journal of NeuroEngineering and Rehabilitation","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"Office of Naval Research; National Research Foundation of Korea","keywords":"Usability; Exhalation; Mechanical ventilation; Control (management); Respiratory monitoring; Respiratory system; Phase (matter)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039219,0.0005797858,0.0003061114,0.0002579796,0.000155613,0.0003416124,0.0008420941,0.0005377054,0.00342527],"category_scores_gemma":[0.001347916,0.0001468313,0.0002439191,0.00007776684,0.0002665528,0.000396894,0.001006286,0.0002347349,0.0006147953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008473207,"about_ca_system_score_gemma":0.0003411765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004747975,"about_ca_topic_score_gemma":0.0008970521,"domain_scores_codex":[0.9997156,0.00009514856,0.00002407713,0.0000564878,0.00006734662,0.00004126466],"domain_scores_gemma":[0.9997303,0.0001169006,0.00003484591,0.00002449341,0.00004522298,0.00004830323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002879249,0.001104003,0.01038338,0.001828405,0.0001141283,0.002513398,0.00197598,0.008802221,0.4705356,0.000863918,0.006463029,0.4925367],"study_design_scores_gemma":[0.001464933,0.01531606,0.1630271,0.000977427,0.0006364975,0.01525145,0.002468802,0.2631991,0.4502552,0.003399981,0.08330506,0.0006984826],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7812871,0.00169805,0.2056327,0.0008852149,0.000285715,0.000599682,0.0004689222,0.003140503,0.006002055],"genre_scores_gemma":[0.9551569,0.000436058,0.04055288,0.0003836698,0.00008398447,0.0004117008,0.0001877223,0.00006921293,0.002717783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00342527,"threshold_uncertainty_score":0.01145869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01593657823796206,"score_gpt":0.2712959320359657,"score_spread":0.2553593537980036,"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."}}