{"id":"W2560501532","doi":"10.12669/pjms.326.9956","title":"Management of Cerebrospinal Fluid Leak followingPosterior Cranial Fossa Surgery","year":2016,"lang":"en","type":"article","venue":"Pakistan Journal of Medical Sciences","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Medicine; Cerebrospinal fluid; Surgery; Hydrocephalus; Cerebrospinal Fluid Leakage; Lumbar; Leak; Shunt (medical); Concomitant; Intracranial infection; Meningitis; External ventricular drain; Cerebrospinal fluid leak; Anesthesia; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003499248,0.0001780031,0.0004737187,0.0002167674,0.0002352849,0.0000813729,0.001250749,0.00008418252,0.00131338],"category_scores_gemma":[0.0007908029,0.00009928204,0.0003299042,0.0006049058,0.001258711,0.0004338206,0.000186818,0.0001642506,0.00002959427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006386072,"about_ca_system_score_gemma":0.0003597154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001244177,"about_ca_topic_score_gemma":0.000006787707,"domain_scores_codex":[0.9944004,0.0001716277,0.001072479,0.000337816,0.003520464,0.0004971483],"domain_scores_gemma":[0.9981428,0.0006759707,0.0004769561,0.0001640517,0.00007115911,0.0004690304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001103126,0.0009535195,0.02533116,0.0004492554,0.0001180678,0.004652402,0.0005361016,0.000007484528,0.51586,0.05243891,0.004864465,0.3936855],"study_design_scores_gemma":[0.0176246,0.01363775,0.1304166,0.02174566,0.0005883331,0.01113072,0.002939389,0.0005999164,0.6780837,0.03135296,0.0886583,0.003222104],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867212,0.0003952309,0.00236345,0.006123121,0.001673299,0.00008772644,0.000006831583,0.00001696614,0.002612214],"genre_scores_gemma":[0.9982388,0.0007521394,0.0002303331,0.0002303257,0.0003041934,0.00000139281,5.403853e-8,0.000009403174,0.0002333599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3904634,"threshold_uncertainty_score":0.9995996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05143196802907696,"score_gpt":0.3352996534791766,"score_spread":0.2838676854500996,"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."}}