{"id":"W2078043499","doi":"10.1227/01.neu.0000055042.61434.14","title":"Bioinformatics in Neurosurgery","year":2003,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Genomic variations and chromosomal abnormalities","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"National Cancer Institute; Neurosurgery Research and Education Foundation","keywords":"Pace; Bioinformatics; Data science; Biological data; Extant taxon; The Internet; Medicine; Computational biology; Computer science; World Wide Web; Biology; Evolutionary biology","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":[0.0002199464,0.0001286254,0.0001311802,0.00009288271,0.00005246334,0.00003363902,0.00008193324,0.00008304453,0.00004823834],"category_scores_gemma":[0.0002179897,0.0001319713,0.00008528836,0.0001509326,0.00003482132,0.00000728776,0.00003448155,0.00008261704,0.00003199286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007534376,"about_ca_system_score_gemma":0.00008248445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005887051,"about_ca_topic_score_gemma":0.0000069596,"domain_scores_codex":[0.9990408,0.00008026408,0.000323878,0.0001894523,0.00009198987,0.00027359],"domain_scores_gemma":[0.9995291,0.00003068621,0.00007081556,0.000282868,0.00002655122,0.00006001028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008433017,0.0003823926,0.8159345,0.00009886705,0.0000322022,0.00009730618,0.0002269715,0.002531249,0.1546746,0.00496954,0.0191188,0.00184922],"study_design_scores_gemma":[0.001269549,0.0002564363,0.1497528,0.00003484492,0.00001938765,0.0004653103,0.0003546669,0.0004728372,0.2021721,0.0006361983,0.6434219,0.001143948],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910973,0.0001138672,0.0001860417,0.00005519096,0.0005923957,0.00007675854,0.00001066046,0.00001470023,0.007853077],"genre_scores_gemma":[0.9976841,0.000111254,0.0002967506,0.0008315905,0.00006102585,0.0000155902,0.00002669153,0.00001917404,0.0009538479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6661817,"threshold_uncertainty_score":0.5381634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01112829398655753,"score_gpt":0.2099246179763437,"score_spread":0.1987963239897862,"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."}}