{"id":"W2080446242","doi":"10.1016/j.wneu.2013.10.004","title":"Lateral Canthotomy: Part of a Neurosurgeon’s Toolkit?","year":2013,"lang":"en","type":"letter","venue":"World Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Medicine; Neurosurgery; Modalities; Etiology; Iatrogenic injury; Surgery; Cranial nerves; Nerve injury; General surgery; Pathology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001599526,0.0005352803,0.001253039,0.0008214734,0.00008138966,0.00007113771,0.0001555393,0.000311863,0.00134434],"category_scores_gemma":[0.0001176944,0.0004476226,0.0009215059,0.0005298211,0.0001146273,0.0001475078,0.00008974928,0.001157634,0.000317663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008726768,"about_ca_system_score_gemma":0.0002152507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001803906,"about_ca_topic_score_gemma":0.00001304366,"domain_scores_codex":[0.9969578,0.0001671788,0.001027627,0.0005705464,0.0006596736,0.0006172155],"domain_scores_gemma":[0.9976919,0.0004073622,0.0004886108,0.001090992,0.0001678062,0.0001532715],"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":[0.00001777689,0.0002011782,0.03150988,0.0004102273,0.0001871242,0.001897991,0.00001745839,0.000002424918,0.00004298437,0.00001200238,0.9649361,0.0007648406],"study_design_scores_gemma":[0.0005094188,0.0000912285,0.02473634,0.0004617121,0.0003976839,0.0002381512,9.045281e-7,0.00002228041,0.0006355967,0.00001158601,0.9725816,0.0003134537],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1198764,0.0008728764,0.000002421395,0.8623489,0.004834229,0.002200582,0.0003287163,0.0003058378,0.00923001],"genre_scores_gemma":[0.03905145,0.000646112,0.00007874619,0.9097514,0.002450266,0.000649344,0.001200322,0.0002211869,0.04595117],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08082495,"threshold_uncertainty_score":0.9997976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02741658161303272,"score_gpt":0.2428373983363127,"score_spread":0.21542081672328,"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."}}