{"id":"W7005966624","doi":"","title":"Soft pneumatic actuator for lower limb rehabilitation: Development and its efficacy in reducing muscle stiffness and pain / Hanisah Bakeri","year":2024,"lang":"en","type":"other","venue":"University of Malaya Students Repository","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Compression (physics); Intermittent pneumatic compression; Pneumatic actuator; Context (archaeology); Stiffness; Actuator; Compression therapy; Deformation (meteorology); Rehabilitation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003284844,0.0002433674,0.000288915,0.0005240471,0.0001736178,0.0002518462,0.0002153365,0.0003264196,0.001094368],"category_scores_gemma":[0.0002157303,0.000162139,0.0004193312,0.0002402229,0.0001674845,0.0003409393,0.0002831965,0.0003407008,0.0002628534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001162775,"about_ca_system_score_gemma":0.0002559305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002665061,"about_ca_topic_score_gemma":0.0005692512,"domain_scores_codex":[0.9998049,0.00002165058,0.00001401755,0.00002578316,0.0001200368,0.00001363701],"domain_scores_gemma":[0.999905,0.00002454727,0.00002554468,0.000005114317,0.00002528683,0.00001461126],"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":[0.0002394619,0.000240625,0.0009124221,0.001063616,0.00003866901,0.0003755669,0.000102344,0.0007440916,0.8643119,0.0005519419,0.0006173798,0.130802],"study_design_scores_gemma":[0.0001072889,0.006550416,0.02255288,0.0002876006,0.0002355994,0.002943057,0.0002408047,0.01435101,0.8904366,0.0003239319,0.06187169,0.00009910958],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8163422,0.1195852,0.04956913,0.001188598,0.0006651384,0.0003489424,0.0002217243,0.0002938743,0.01178522],"genre_scores_gemma":[0.8922935,0.04726223,0.04814163,0.0005065359,0.0001555324,0.0002329735,0.0001871616,0.00003995697,0.01118065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001094368,"threshold_uncertainty_score":0.003661036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004869853373466169,"score_gpt":0.2333653780749554,"score_spread":0.2284955247014893,"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."}}