{"id":"W2322839924","doi":"10.1056/em200804180000003","title":"Neurosurgical Consultation: A Must for Suspected CSF Shunt Malfunction","year":2008,"lang":"en","type":"article","venue":"Journal watch","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002070584,0.0001441877,0.0002118296,0.00006635957,0.00078774,0.0001136145,0.0001645932,0.00007097954,0.0003702445],"category_scores_gemma":[0.001703902,0.000117138,0.0001678287,0.0003062534,0.00009871653,0.0002836358,0.00002661658,0.0003396571,0.0001122109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009536243,"about_ca_system_score_gemma":0.0000939453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004549058,"about_ca_topic_score_gemma":0.000002980123,"domain_scores_codex":[0.9984074,0.00007066347,0.0005366561,0.0002772977,0.0003754773,0.0003324781],"domain_scores_gemma":[0.9989365,0.0002788821,0.0002819677,0.0001163009,0.0001914347,0.0001949134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00207111,0.0006980655,0.004439971,0.0000584831,0.00001975357,0.00158835,0.001747619,0.0004651221,0.8080662,0.003961938,0.1742847,0.002598703],"study_design_scores_gemma":[0.01304727,0.002768934,0.0544311,0.00006888592,0.0001128717,0.05402671,0.0002470652,0.01279251,0.2010698,0.005104028,0.6552076,0.001123256],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865699,0.00003336629,0.001658276,0.008582373,0.001303978,0.0002465941,0.00001339756,0.00007923958,0.001512824],"genre_scores_gemma":[0.9916261,0.000337725,0.0002081321,0.001138909,0.0008714857,0.00001332661,0.000002933331,0.00002240178,0.005778973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6069964,"threshold_uncertainty_score":0.6058739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05062397293756429,"score_gpt":0.279380687876104,"score_spread":0.2287567149385397,"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."}}