{"id":"W2015330795","doi":"10.1159/000120818","title":"Biodegradation of Distal Shunt Catheters","year":2008,"lang":"en","type":"article","venue":"Pediatric Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Hospital; Western University","funders":"","keywords":"Medicine; Catheter; Shunt (medical); Hydrocephalus; Surgery; Lumen (anatomy); Cerebrospinal fluid; Nuclear medicine; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009817876,0.0007093617,0.0006369046,0.001955471,0.0003147448,0.0009232567,0.0006251381,0.0007200584,0.001413424],"category_scores_gemma":[0.004063081,0.0002597695,0.0005467174,0.001551385,0.0008200794,0.001281235,0.0004355058,0.0005224399,0.0009033353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003615437,"about_ca_system_score_gemma":0.0004559483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004052839,"about_ca_topic_score_gemma":0.0003488406,"domain_scores_codex":[0.9989082,0.0001963279,0.0002286538,0.0002075017,0.000364748,0.00009460375],"domain_scores_gemma":[0.9969758,0.001218995,0.001227267,0.0001297618,0.0003346448,0.000113524],"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":[0.0007049249,0.0001018314,0.08415576,0.008444401,0.0001809737,0.06319171,0.00128944,0.001200507,0.04198892,0.001501023,0.004019005,0.7932215],"study_design_scores_gemma":[0.00003214964,0.001439147,0.05726749,0.00183949,0.0004045011,0.719095,0.0007639187,0.0007229479,0.05335417,0.0009384585,0.164071,0.00007165797],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1457722,0.8382797,0.009560657,0.0004489787,0.0003008744,0.00003524255,0.0001122311,0.0001699328,0.005320152],"genre_scores_gemma":[0.5194759,0.4681562,0.006455216,0.0006492577,0.0004734073,0.0000501447,0.0003539317,0.00009862083,0.004287268],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001955471,"threshold_uncertainty_score":0.00519228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03579370177134693,"score_gpt":0.2385595330403852,"score_spread":0.2027658312690383,"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."}}