{"id":"W3112510099","doi":"10.1007/s00701-020-04675-1","title":"Minimally invasive procedure for removal of infected ventriculoatrial shunts","year":2020,"lang":"en","type":"article","venue":"Acta Neurochirurgica","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"Università degli Studi di Pavia","keywords":"Medicine; Interventional radiology; Neurosurgery; Neuroradiology; Surgery; Neurology","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":[0.0000578634,0.0002424224,0.0003858586,0.00007942817,0.000136256,0.00004450395,0.0004885269,0.00009839439,0.0001047437],"category_scores_gemma":[0.004313819,0.0002214317,0.000241797,0.0006000972,0.00008997374,0.0001835803,0.0001597663,0.000197981,0.00003993189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001513948,"about_ca_system_score_gemma":0.0001955984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000276833,"about_ca_topic_score_gemma":0.000001787157,"domain_scores_codex":[0.998105,0.00007316134,0.0004377887,0.0006345786,0.0003664228,0.0003830545],"domain_scores_gemma":[0.99869,0.0005419641,0.0002376297,0.0002135975,0.00008434858,0.0002324406],"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":[0.001250185,0.0001313457,0.0001125159,0.0001696165,0.000008600367,0.0001579708,0.0002669371,0.00001508525,0.9941286,0.00061668,0.002912102,0.0002303351],"study_design_scores_gemma":[0.004433972,0.002331285,0.001896307,0.00004930794,0.00008597256,0.0003498564,0.0000251289,0.001237793,0.9315023,0.0003386837,0.05731143,0.000437917],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932318,0.00004093518,0.00001502463,0.002429891,0.0002659571,0.0008515997,0.00008635334,0.0001279571,0.002950438],"genre_scores_gemma":[0.9964925,0.00007140871,0.0001329417,0.002629963,0.0004734948,0.00002867979,0.00001009386,0.00003995501,0.000120943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06262628,"threshold_uncertainty_score":0.9029721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03319266156730983,"score_gpt":0.2627584257789662,"score_spread":0.2295657642116564,"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."}}