{"id":"W3036284527","doi":"10.3171/2020.4.peds19632","title":"Surgical resource utilization after initial treatment of infant hydrocephalus: comparing ETV, early experience of ETV with choroid plexus cauterization, and shunt insertion in the Hydrocephalus Clinical Research Network","year":2020,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Hospital for Sick Children; University of Toronto; SickKids Foundation; Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Cauterization; Hydrocephalus; Medicine; Choroid plexus; Shunt (medical); Surgery; Internal medicine; Central nervous system","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":[0.001448925,0.0002508079,0.0007377883,0.0003996029,0.0001619194,0.00009931796,0.000359793,0.0001359403,0.00001200508],"category_scores_gemma":[0.001015576,0.0001756194,0.0001674337,0.002325702,0.0004115456,0.000441967,0.0001255685,0.0005596851,0.000001188201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005140292,"about_ca_system_score_gemma":0.0002318287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003500526,"about_ca_topic_score_gemma":0.00001182173,"domain_scores_codex":[0.9948167,0.0011589,0.001749501,0.0004571714,0.001346945,0.0004707874],"domain_scores_gemma":[0.9966686,0.001714879,0.0008480603,0.0002530246,0.0002639492,0.0002514423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005039332,0.0007438324,0.9783604,0.0001088288,0.00001032913,0.0009118066,0.006828694,0.003380975,0.00299047,0.0000722286,0.0001468338,0.00140623],"study_design_scores_gemma":[0.004184498,0.008024734,0.9662271,0.0001675786,0.000121096,0.0008760297,0.0005146952,0.01092196,0.004432194,0.00008387454,0.004043152,0.000403104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998135,0.0007595429,0.0001181404,0.0003507719,0.0002041706,0.0003210246,0.000009163256,0.00001174605,0.00009038416],"genre_scores_gemma":[0.9954602,0.003235668,0.00003039568,0.0003243198,0.0009012782,0.00001185546,0.000002518451,0.00002944947,0.000004356236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01213336,"threshold_uncertainty_score":0.7161551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1639063360728971,"score_gpt":0.3737856508470553,"score_spread":0.2098793147741582,"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."}}