{"id":"W4401504185","doi":"10.1159/000540575","title":"Peripheral Vein Cannulation in Neonates: Is Skin Transillumination the Way Forward?","year":2024,"lang":"en","type":"letter","venue":"Neonatology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital","funders":"","keywords":"Transillumination; Medicine; Peripheral; Vein; Intensive care medicine; Surgery; Internal medicine; Pathology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0005056574,0.0003861893,0.0007054028,0.0003770241,0.0004476881,0.00002330538,0.0003874384,0.002043366,0.002180682],"category_scores_gemma":[0.0000427468,0.0002827934,0.0003333339,0.0004200156,0.0001442617,0.00007684086,0.00007805223,0.00432597,0.0005374197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006621901,"about_ca_system_score_gemma":0.0003827984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003223824,"about_ca_topic_score_gemma":0.005770477,"domain_scores_codex":[0.9963303,0.0007519359,0.0008298517,0.0006547954,0.0003628518,0.001070244],"domain_scores_gemma":[0.9985871,0.0005227129,0.0002365083,0.000472232,0.0001282869,0.00005313515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003378243,0.00002180239,0.0007042967,0.0004439445,0.00009955783,0.000195585,0.02925849,0.00001269465,0.000005805032,0.0007378398,0.9466256,0.02186058],"study_design_scores_gemma":[0.0005015248,0.00004871204,0.001316949,0.0001582761,0.0001542594,0.00001746555,0.0007771106,0.001647058,0.000007102276,0.003714958,0.9913734,0.000283216],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01549097,0.002063927,0.0001923093,0.9727844,0.002805981,0.001340517,0.0001715157,0.0001046214,0.005045778],"genre_scores_gemma":[0.1419401,0.00034007,0.0000729261,0.8337309,0.003091355,0.0006033821,0.001071522,0.0001484145,0.01900143],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1390535,"threshold_uncertainty_score":0.9999624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02429658917526259,"score_gpt":0.3307563367262789,"score_spread":0.3064597475510163,"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."}}