{"id":"W1908440158","doi":"10.1111/j.1524-4741.2012.01281.x","title":"Breast-Related CSF Shunt Complications: Literature Review with Illustrative Case","year":2012,"lang":"en","type":"review","venue":"The Breast Journal","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Energy Research and Development; University of California, Davis","keywords":"Medicine; Shunt (medical); Shunting; Headaches; Complication; Surgery; Breast cancer; Implant; Cerebrospinal fluid; Internal medicine; Cancer","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0007994424,0.000737015,0.001449979,0.0001649111,0.001006636,0.000439549,0.001017112,0.0002354111,0.0005627727],"category_scores_gemma":[0.00005246537,0.0003562015,0.0006296766,0.001291534,0.0003525823,0.0004969123,0.000146601,0.002722695,0.0005398896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001963422,"about_ca_system_score_gemma":0.0004096919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000503256,"about_ca_topic_score_gemma":0.000004092095,"domain_scores_codex":[0.996175,0.00103318,0.001015147,0.0005174127,0.0005965313,0.0006627552],"domain_scores_gemma":[0.9970944,0.0002911114,0.001106561,0.0007940921,0.000276233,0.0004376141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.00002632596,0.0001950572,0.000001265769,0.01176726,0.0001634726,0.002884085,0.0002633092,0.000001001892,0.000004022521,0.001643479,0.001886228,0.9811645],"study_design_scores_gemma":[0.0001407704,0.00004071846,0.000007633004,0.06557264,0.001286964,0.6259714,0.000009429094,0.000002785516,3.524625e-7,0.00007114362,0.3065962,0.0002999224],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005881539,0.9941805,0.00002490387,0.00121709,0.0002840848,0.001117628,0.0004823571,0.00005994194,0.002627634],"genre_scores_gemma":[0.0002857232,0.9972411,0.00003145625,0.000683155,0.0007121031,0.0000710902,0.00003414899,0.00008827938,0.0008529698],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9808646,"threshold_uncertainty_score":0.999889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05092690685716101,"score_gpt":0.3236762085987777,"score_spread":0.2727493017416167,"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."}}