{"id":"W3023872156","doi":"10.1177/1129729820917852","title":"Experimental study of the POP technique: focus on the physical basis of the process","year":2020,"lang":"en","type":"article","venue":"The Journal of Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University Health Centre; McGill University","keywords":"Plunger; Syringe; Piston (optics); Computer science; Silicone; Catheter; Process (computing); Mechanical engineering; Biomedical engineering; Materials science; Surgery; Medicine; Engineering; Physics; Composite material; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001194573,0.0001535157,0.0004364676,0.00003130645,0.0006483714,0.00001385809,0.002039894,0.00005842325,0.00009566953],"category_scores_gemma":[0.0001596654,0.00005232346,0.0005370405,0.0005172396,0.0001301971,0.0001026071,0.000404225,0.0008721083,0.000002454998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006001455,"about_ca_system_score_gemma":0.0001669116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000160892,"about_ca_topic_score_gemma":0.00002038455,"domain_scores_codex":[0.9967381,0.001428851,0.0006033348,0.0001123394,0.0008855061,0.000231876],"domain_scores_gemma":[0.9977855,0.0003661295,0.0009695162,0.0005905536,0.0002238579,0.00006441178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003404176,0.02108128,0.09393281,0.0008699612,0.005199221,0.00001391496,0.7075618,0.003895563,0.147323,0.001706339,0.01021056,0.00480138],"study_design_scores_gemma":[0.004747853,0.003310241,0.08678309,0.001046925,0.002577871,0.00001496544,0.1200102,0.0006059331,0.7777839,0.002071583,0.0006330313,0.0004143768],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914684,0.000177932,0.0000799519,0.006317961,0.000148629,0.001456498,0.000006183028,0.00000626695,0.0003381255],"genre_scores_gemma":[0.9989423,0.00002838963,0.000004144611,0.0006914538,0.0002651227,0.00003485379,1.072672e-7,0.00002084557,0.00001282462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6304609,"threshold_uncertainty_score":0.4986814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06251373309787531,"score_gpt":0.395839011455106,"score_spread":0.3333252783572307,"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."}}