{"id":"W2012914437","doi":"10.1016/j.java.2012.12.004","title":"Neutral Displacement Intravenous Connectors: Evaluating New Technology","year":2013,"lang":"en","type":"article","venue":"Journal of the Association for Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Catheter; Blood stream; Medicine; Displacement (psychology); Surgery; Internal medicine; Psychology","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":[0.001687159,0.0001117074,0.0003584189,0.0001334226,0.0006118441,0.0000657878,0.00058203,0.0002043741,0.0002066033],"category_scores_gemma":[0.00115119,0.00007232314,0.0004791814,0.0002972075,0.00001192974,0.0003070812,0.0001260448,0.0004765095,0.00003052231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000913623,"about_ca_system_score_gemma":0.0003732882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002287339,"about_ca_topic_score_gemma":0.00009425479,"domain_scores_codex":[0.9981354,0.0002566566,0.0007289923,0.00011293,0.0003499099,0.0004161174],"domain_scores_gemma":[0.9968822,0.0003445031,0.001684712,0.0002166652,0.0007727653,0.00009914355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001654272,0.0006215447,0.7720407,0.0002834445,0.003541756,0.000001268381,0.00963488,0.003295219,0.006214631,0.003961031,0.157808,0.04243208],"study_design_scores_gemma":[0.02307277,0.001855304,0.6446473,0.001260399,0.004686346,0.00001714117,0.007694201,0.004334497,0.005873597,0.1274875,0.1778451,0.001225842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849836,0.0002405927,0.002278197,0.009537611,0.001556612,0.001180505,0.000005971812,0.00001893153,0.0001980294],"genre_scores_gemma":[0.9955848,0.00009152966,0.0007508362,0.0007344537,0.0009644429,0.00005954023,0.000003865196,0.00002512887,0.001785355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1273935,"threshold_uncertainty_score":0.4705872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04989890494649477,"score_gpt":0.4016945317061956,"score_spread":0.3517956267597008,"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."}}