{"id":"W2900796498","doi":"10.25071/10315/35355","title":"The Ergonomics Of Syringe Operation During The Injection Of Fluid Into Tissue Expanders","year":2018,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Syringe; Saline; Biomedical engineering; Syringe driver; Process (computing); Tissue expander; Compression (physics); Materials science; Medicine; Surgery; Anesthesia; Computer science; Mastectomy; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002348081,0.00006901334,0.0001181027,0.000109786,0.00007834642,0.00001057907,0.00007807384,0.0000739771,0.000008573062],"category_scores_gemma":[0.00003257256,0.00004680499,0.0000247175,0.0001414413,0.00007296144,0.00004498493,0.00001611692,0.0001230232,0.000001224875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001857912,"about_ca_system_score_gemma":0.0001146935,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008654291,"about_ca_topic_score_gemma":0.05578193,"domain_scores_codex":[0.9994032,0.00001235087,0.0002243233,0.00009240251,0.00007848011,0.0001892814],"domain_scores_gemma":[0.9996568,0.00002908179,0.00003952753,0.0001341271,0.0000450492,0.00009538825],"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":[0.0006293857,0.00006150917,0.02021058,0.000826761,0.0002445618,0.00002223345,0.002631902,0.002785917,0.06914321,0.01948982,0.00003499069,0.8839191],"study_design_scores_gemma":[0.002352031,0.0008055807,0.06085089,0.0009939864,0.0001100265,0.005405613,0.00110036,0.2272173,0.6988147,0.0002736231,0.001599436,0.0004763607],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982669,0.0003033279,0.0004084366,0.0002715168,0.0004814129,0.0002238531,0.000001882505,0.00001373576,0.00002892086],"genre_scores_gemma":[0.9992507,0.00001927416,0.0005176359,0.000005284081,0.000167355,0.00001762107,0.000001979172,0.00001102408,0.00000909945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8834428,"threshold_uncertainty_score":0.9979472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006614868474295941,"score_gpt":0.2348939757777402,"score_spread":0.2282791073034443,"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."}}