{"id":"W2335459468","doi":"10.1017/s0317167100010507","title":"Classification of Symptomatic Chiari I Malformation to Guide Surgical Strategy","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Spinal Dysraphism and Malformations","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; Ottawa Hospital","funders":"","keywords":"Medicine; Syringomyelia; Surgery; Syrinx (medicine); Chiari malformation; Cisterna magna; Decompression; Radiology; Radiography; Magnetic resonance imaging; Cerebrospinal fluid; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003434047,0.000217102,0.0004502212,0.001341105,0.001165265,0.0002657581,0.001030908,0.0001852501,0.0002788613],"category_scores_gemma":[0.00185403,0.0001436025,0.0002104155,0.001511906,0.003158861,0.0009898575,0.00003575174,0.001033801,0.0000075281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009962104,"about_ca_system_score_gemma":0.00339224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006391413,"about_ca_topic_score_gemma":0.02192648,"domain_scores_codex":[0.9967667,0.0002567887,0.001161153,0.0002770339,0.000763952,0.0007743725],"domain_scores_gemma":[0.996228,0.0002580832,0.0007553095,0.0001685309,0.0007110283,0.001879069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002290724,0.0001190747,0.9557246,0.00004621861,0.00002951185,0.002280257,0.0008454792,0.002326084,0.002354845,0.01911859,0.00208815,0.01483811],"study_design_scores_gemma":[0.000499287,0.05578834,0.8746292,0.00007007943,0.00007231483,0.05299357,0.0004590541,0.003394768,0.0003268294,0.005495281,0.006020393,0.0002508761],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830872,0.0001145753,0.0000540778,0.005558051,0.0006681111,0.0002119877,0.000009324504,0.00001435249,0.01028234],"genre_scores_gemma":[0.9948616,0.00007435979,0.00355784,0.001246694,0.0002167216,0.000002825315,7.936241e-7,0.000006894329,0.00003229452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08109541,"threshold_uncertainty_score":0.999554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03470153209853591,"score_gpt":0.3008197616661288,"score_spread":0.2661182295675929,"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."}}