{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008658618,0.0001462382,0.0002099371,0.000212046,0.0001464963,0.00001333151,0.0001734864,0.00004150571,0.00005302905],"category_scores_gemma":[0.0004007703,0.0001378247,0.000159194,0.0006021585,0.0001170248,0.0001839607,0.00005868398,0.000116902,0.00007322703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001685679,"about_ca_system_score_gemma":0.00007002835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002393794,"about_ca_topic_score_gemma":5.575054e-7,"domain_scores_codex":[0.9985525,0.00006377232,0.000361922,0.0003667454,0.0003793044,0.0002757797],"domain_scores_gemma":[0.9991681,0.0002980992,0.0001568724,0.0002472992,0.00002575176,0.0001038954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001052831,0.0004663885,0.3399604,0.00009333404,0.000002522053,0.0002417455,0.0002290461,0.00005559288,0.649359,0.000566769,0.007996853,0.0009230261],"study_design_scores_gemma":[0.0008246575,0.000339934,0.2441384,0.000008597954,0.00006735472,0.0005952026,0.00001310887,0.0005981246,0.7467095,0.0002074397,0.005741898,0.0007558485],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979071,0.00008808662,0.00008425712,0.00009383126,0.0007800176,0.0001002867,0.00003449297,0.00008554479,0.0008263958],"genre_scores_gemma":[0.9982989,0.0007781718,0.00001622704,0.0002961002,0.0002735219,0.000006852874,0.000003931015,0.00002114219,0.0003051425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09735039,"threshold_uncertainty_score":0.5620326,"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."}}