{"id":"W1980427053","doi":"10.1159/000120557","title":"Mechanical Complications in Shunts","year":2008,"lang":"en","type":"article","venue":"Pediatric Neurosurgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":416,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Shunt (medical); Surgery; Hydrocephalus; Catheter; Occlusion; Complication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000375117,0.000273888,0.0002954367,0.001702256,0.0007913407,0.000519591,0.0002474085,0.0004312643,0.002445048],"category_scores_gemma":[0.003779431,0.0002843241,0.0003902579,0.001295619,0.0007027673,0.0004532026,0.0004014271,0.0005710141,0.0002393411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004875596,"about_ca_system_score_gemma":0.0004453821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00205952,"about_ca_topic_score_gemma":0.001863586,"domain_scores_codex":[0.9994357,0.0001000699,0.00007157611,0.00007547632,0.0001556506,0.0001615329],"domain_scores_gemma":[0.9966483,0.0007717226,0.001657488,0.0001405669,0.0002274546,0.0005545038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005696471,0.00002026558,0.9927143,0.00002072308,0.000019122,0.004071516,0.000125022,0.00003328399,0.00009829187,0.00003833544,0.00009940954,0.002702761],"study_design_scores_gemma":[0.00001275583,0.0004333494,0.9423458,0.00003874263,0.00002632057,0.05559378,0.0004245818,0.00007640538,0.0001769638,0.0000752653,0.0007848205,0.00001122072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973518,0.001544832,0.000111416,0.000040743,0.00001324707,0.0000128132,0.000122492,0.000004913112,0.0007979429],"genre_scores_gemma":[0.9990583,0.0005001418,0.00005202512,0.00002476829,0.0000380869,0.000008404376,0.0001561377,0.000002134823,0.0001599843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002445048,"threshold_uncertainty_score":0.008179486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04394097521677653,"score_gpt":0.2831755465308786,"score_spread":0.2392345713141021,"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."}}