{"id":"W2921969521","doi":"10.1097/sap.0000000000001769","title":"Recurrent Breast Cerebrospinal Fluid Pseudocyst","year":2019,"lang":"en","type":"review","venue":"Annals of Plastic Surgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Canada; University of British Columbia","funders":"","keywords":"Medicine; Cerebrospinal fluid; Shunt (medical); Surgery; Radiology; 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":[0.0005750401,0.0008768986,0.003641393,0.000726992,0.0001276097,0.00009387234,0.0007544151,0.0004052054,0.0007486292],"category_scores_gemma":[0.003099048,0.0007374638,0.002476491,0.0009967849,0.0002475832,0.0002292582,0.0002773258,0.0005987628,0.00213601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005177876,"about_ca_system_score_gemma":0.0009064797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001898369,"about_ca_topic_score_gemma":9.931824e-7,"domain_scores_codex":[0.9948207,0.0003803172,0.001708254,0.001192504,0.0009309892,0.0009671944],"domain_scores_gemma":[0.9893002,0.008320546,0.001040869,0.0008518335,0.000160556,0.0003260281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001731077,0.0005420775,0.0001208106,0.04728422,0.0001817475,0.0001201379,0.00001769271,0.000004279182,0.0001099097,0.001064249,0.05346679,0.896915],"study_design_scores_gemma":[0.0001114661,0.0001910888,0.000322496,0.02665575,0.0004751374,0.0005631867,0.000003380445,0.0000351918,0.0001183175,0.00004490457,0.9705236,0.0009554854],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007189015,0.9901051,0.00001373186,0.00002029014,0.006527066,0.000466324,0.001057054,0.0001007228,0.0009908328],"genre_scores_gemma":[0.003273161,0.9952766,0.000002538149,0.0001208792,0.0006495981,0.00004563428,0.00008654916,0.0001229619,0.0004220435],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9170568,"threshold_uncertainty_score":0.9995077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2024919356049447,"score_gpt":0.3700842630786891,"score_spread":0.1675923274737443,"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."}}