{"id":"W2309809918","doi":"10.1016/j.neuro.2016.03.012","title":"A systematic review of the risks factors associated with the onset and natural progression of hydrocephalus","year":2016,"lang":"en","type":"review","venue":"NeuroToxicology","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Memorial University of Newfoundland; Newfoundland and Labrador Centre for Applied Health Research","funders":"National Human Genome Research Institute; Health Canada; Public Health Agency of Canada","keywords":"Medicine; Hydrocephalus; Risk factor; Observational study; Pediatrics; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004992697,0.0004767602,0.002665282,0.00009398647,0.0001775544,0.0000162268,0.001019986,0.0002411504,0.00002626325],"category_scores_gemma":[0.004370385,0.0001640956,0.0004491383,0.0006110684,0.0007839247,0.00005402443,0.0003494118,0.000619119,0.000004469458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005875542,"about_ca_system_score_gemma":0.0002476824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002165203,"about_ca_topic_score_gemma":0.000006240109,"domain_scores_codex":[0.9951683,0.002420846,0.0009798179,0.0005355513,0.0005458498,0.0003496336],"domain_scores_gemma":[0.9942331,0.002702274,0.002186614,0.0007330929,0.00008134316,0.0000635922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001472897,0.0001293852,0.00003019834,0.994388,0.0001013485,0.00001282788,0.00004774098,4.116002e-8,0.0005192268,0.0001217954,0.0001857142,0.004449011],"study_design_scores_gemma":[0.0003289249,0.0006913637,0.0001428763,0.9852528,0.001963291,0.0003142579,0.000004366702,0.000005059456,0.001214956,0.00001736357,0.00976098,0.000303761],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006078554,0.9868402,3.128593e-7,0.000139117,0.0002635048,0.006441862,0.0001104242,0.00002668992,0.00009929502],"genre_scores_gemma":[0.04126441,0.9576557,4.335692e-7,0.0004537279,0.00001853184,0.0004049692,0.000003391615,0.00004764733,0.0001511393],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03518586,"threshold_uncertainty_score":0.6691625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06163343624099356,"score_gpt":0.3543361486124207,"score_spread":0.2927027123714271,"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."}}