{"id":"W2470636789","doi":"10.1227/neu.0000000000001287","title":"First Treatment in Infants With Hydrocephalus","year":2016,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Hydrocephalus; Endoscopic third ventriculostomy; Medicine; Shunt (medical); Choroid plexus; Cauterization; Context (archaeology); Intensive care medicine; Pediatrics; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005457475,0.0005465585,0.000725126,0.0009180925,0.001111978,0.000920283,0.0009909525,0.002144625,0.01216987],"category_scores_gemma":[0.00465671,0.0001984022,0.0007880165,0.000346163,0.0008666739,0.001375462,0.001841814,0.003530277,0.004106866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007831756,"about_ca_system_score_gemma":0.001098923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00104806,"about_ca_topic_score_gemma":0.001843582,"domain_scores_codex":[0.9995915,0.00008628948,0.00004217249,0.00004990967,0.0001151375,0.0001149461],"domain_scores_gemma":[0.9989169,0.0002434198,0.000311453,0.00007789192,0.0001130859,0.0003373791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003370578,0.0002479913,0.03137268,0.00214464,0.000107795,0.1703063,0.002234036,0.0004205379,0.003014823,0.01679406,0.2195431,0.553477],"study_design_scores_gemma":[0.00005073363,0.0006509737,0.01622791,0.005479538,0.00006147346,0.5629058,0.001609515,0.000575782,0.00310427,0.0164616,0.3927694,0.0001029617],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.09997854,0.4424952,0.03827419,0.1585783,0.02395704,0.0004572672,0.0008260718,0.001900139,0.2335331],"genre_scores_gemma":[0.5880407,0.2219749,0.03985097,0.07016376,0.02374656,0.00055016,0.001184312,0.0006633431,0.05382534],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01216987,"threshold_uncertainty_score":0.04071224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02455994177289142,"score_gpt":0.2437589731456419,"score_spread":0.2191990313727505,"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."}}