{"id":"W2913910683","doi":"10.1093/neuros/nyy263","title":"The Preventable Shunt Revision Rate: A Multicenter Evaluation","year":2018,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital","funders":"","keywords":"Medicine; Shunt (medical); Surgery; Odds ratio; Bivariate analysis; Internal medicine; Statistics","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":[0.02192358,0.0007169662,0.0009617437,0.003859549,0.0003972066,0.001336531,0.001103739,0.0006010566,0.0007752809],"category_scores_gemma":[0.02597062,0.0003593505,0.001763535,0.002975341,0.0005702872,0.001482281,0.001388692,0.0005620999,0.0001857285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001027066,"about_ca_system_score_gemma":0.001038225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001376175,"about_ca_topic_score_gemma":0.001351976,"domain_scores_codex":[0.9882194,0.006200287,0.001852696,0.001248709,0.00215082,0.0003281269],"domain_scores_gemma":[0.9516886,0.008543923,0.02903361,0.002582729,0.005576082,0.002575112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001088134,0.0001294412,0.990721,0.00009889498,0.0006684321,0.00004848436,0.000116755,0.0003233791,0.0001331257,0.00004655822,0.0003670973,0.006258698],"study_design_scores_gemma":[0.0002686598,0.002224097,0.9936499,0.00006739252,0.0005494364,0.0004919936,0.0002486602,0.001624445,0.0002305729,0.00003737255,0.0005810265,0.00002654061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938485,0.001967338,0.00107932,0.0002035494,0.00001912007,0.0002885482,0.00183769,0.00003193601,0.0007240952],"genre_scores_gemma":[0.9953188,0.0005739934,0.001368493,0.00007648144,0.00008669939,0.0002681692,0.002215703,0.00001993154,0.00007162369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02192358,"threshold_uncertainty_score":0.1159444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0427733354076776,"score_gpt":0.3112257505526593,"score_spread":0.2684524151449817,"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."}}