{"id":"W2942588207","doi":"10.1017/s0317167100117214","title":"Neurosurgical Emergencies. Second Edition. 2008. By Christopher M. Loftus. Published by Thieme Medical Publishers. 408 pages. Price C$120.","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Neurosurgical Procedures and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatoon Medical Imaging","funders":"","keywords":"Library science; Medicine; Psychology; Art; Computer science","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":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.003701852,0.0005725568,0.0009545768,0.0007888471,0.004009535,0.001071726,0.002951862,0.0004987188,0.006139869],"category_scores_gemma":[0.00625506,0.0003914427,0.0005169113,0.002659611,0.01045457,0.002513712,0.0001475232,0.003197966,0.00001746388],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002617595,"about_ca_system_score_gemma":0.006275321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005157694,"about_ca_topic_score_gemma":0.00362126,"domain_scores_codex":[0.9916686,0.0008658598,0.001728489,0.001093859,0.002547747,0.002095398],"domain_scores_gemma":[0.9906071,0.0007239959,0.001027416,0.0003470119,0.0009998357,0.006294581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001232074,0.0002219637,0.2065022,0.0000160175,0.00002810425,0.0102883,0.0001178108,0.00006847092,0.0001899472,0.0002333916,0.7815314,0.0006792458],"study_design_scores_gemma":[0.001803013,0.05493835,0.1479314,0.00007475283,0.0000878709,0.2180086,0.000170737,0.0008640993,0.0002722782,0.004633491,0.5701841,0.001031328],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9322618,0.004376063,0.00007200198,0.04803254,0.001538983,0.0002926648,0.00005611572,0.00006033724,0.01330949],"genre_scores_gemma":[0.9726921,0.001863157,0.0003387283,0.02370062,0.0007002693,0.00001096614,0.000006202151,0.00003067629,0.0006573101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2113473,"threshold_uncertainty_score":0.9999653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0277802727279395,"score_gpt":0.2520942241168511,"score_spread":0.2243139513889116,"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."}}