{"id":"W2949465362","doi":"10.1371/journal.pone.0202716","title":"Real time monitoring of transtibial elevated vacuum prostheses: A case series on socket air pressure","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Glenrose Rehabilitation Hospital; University of Alberta","funders":"Congressionally Directed Medical Research Programs; Glenrose Rehabilitation Hospital","keywords":"Accelerometer; Vacuum pump; Simulation; Gait; Biomedical engineering; Pressure measurement; Physical medicine and rehabilitation; Computer science; Medicine; Mechanical engineering; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00007908423,0.0001187968,0.0001932544,0.00005350125,0.00005747276,0.00001070032,0.00007434998,0.00008837428,0.00003470169],"category_scores_gemma":[0.00002825666,0.000111025,0.00003602614,0.0001103251,0.00008486812,0.00007104491,0.0000108517,0.0001024867,0.00003343564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001712854,"about_ca_system_score_gemma":0.00001498835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007026982,"about_ca_topic_score_gemma":0.000002345294,"domain_scores_codex":[0.9993017,0.00002036034,0.000200581,0.0001222722,0.0001865127,0.0001685139],"domain_scores_gemma":[0.9995434,0.00004596287,0.00002806355,0.0001979502,0.0001309314,0.00005363658],"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":[0.0002172203,0.0009754479,0.00175341,0.001091573,0.000556051,0.00006876567,0.006113676,0.002703203,0.9855726,0.0002676707,0.0001077952,0.0005725865],"study_design_scores_gemma":[0.0005388466,0.001393454,0.001514302,0.000499609,0.0001868288,0.00003541993,0.0001546337,0.01587853,0.9791812,0.0002139089,0.0001201061,0.0002831215],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983226,0.00003382197,0.00004089305,0.00008959376,0.00008166559,0.000282927,0.00005006474,0.0002095345,0.0008888812],"genre_scores_gemma":[0.9939749,0.00002692582,0.005309119,0.000002691024,0.0001873897,0.00001604535,0.000004127301,0.00003520498,0.0004435881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01317533,"threshold_uncertainty_score":0.4527468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02001605808272994,"score_gpt":0.2175854818300366,"score_spread":0.1975694237473067,"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."}}