{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002558145,0.0001665594,0.0002486884,0.0001644607,0.00004673469,0.00002534418,0.0001771768,0.000189454,0.00001430913],"category_scores_gemma":[0.00007255958,0.000195732,0.00006733745,0.00005299796,0.00007101533,0.000004483642,0.0002603806,0.00007075472,0.00000158821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004172076,"about_ca_system_score_gemma":0.00005335612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004437756,"about_ca_topic_score_gemma":0.00006902449,"domain_scores_codex":[0.9990574,0.000069644,0.0001670305,0.0004441244,0.0001463589,0.0001155004],"domain_scores_gemma":[0.9995148,0.00004797888,0.0001297662,0.0002114942,0.00004765795,0.00004830046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009483954,0.003149732,0.004433151,0.01175182,0.003055484,0.0003510562,0.009035341,0.0000158,0.5959564,0.0000302381,0.3234795,0.04779309],"study_design_scores_gemma":[0.004099387,0.001873401,0.03134371,0.004901323,0.001041232,0.00002381339,0.004965041,0.0002550663,0.03039223,0.00001685399,0.9191052,0.001982725],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911044,0.002273233,0.0004371833,0.00003056104,0.00007119286,0.000743086,0.000006482608,0.00004448765,0.005289372],"genre_scores_gemma":[0.6752502,0.0004037758,0.007347896,0.00002768254,0.0000973802,0.00000928866,0.00006914807,0.000191328,0.3166033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5956258,"threshold_uncertainty_score":0.798172,"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."}}