{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007151933,0.0001066833,0.0002409959,0.0002312003,0.00008586307,0.000003504106,0.00004428314,0.00003641009,0.00006085503],"category_scores_gemma":[0.0003128818,0.0001052796,0.0001074507,0.0005662299,0.00004183539,0.00004794753,0.00006193668,0.0001612264,0.0002532709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002898312,"about_ca_system_score_gemma":0.0001199593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001236452,"about_ca_topic_score_gemma":0.000004380149,"domain_scores_codex":[0.9989622,0.00003137581,0.0002822148,0.0002561859,0.0002202544,0.000247777],"domain_scores_gemma":[0.9992372,0.0002658635,0.00002748492,0.0002540281,0.00005230774,0.0001630467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004205682,0.0003047818,0.9892974,0.00003511317,0.000004862009,0.0005144174,0.00003289539,3.603277e-7,0.0002320682,0.00002870365,0.008648469,0.0008588464],"study_design_scores_gemma":[0.0003799171,0.00003044582,0.9973663,0.000003888056,0.00003518493,0.0001978794,0.000006032666,0.00008206505,0.00004109186,0.00005390388,0.001709827,0.00009343178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955428,0.0004779494,0.000009932275,0.000890006,0.000230043,0.0002232974,0.00001098365,0.00009611451,0.002518914],"genre_scores_gemma":[0.9977872,0.0006154834,0.00006245414,0.000821674,0.000277795,0.00004925598,0.000005886095,0.00001818297,0.000362033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008068908,"threshold_uncertainty_score":0.4293177,"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."}}