{"id":"W4396616945","doi":"10.3390/curroncol31050180","title":"Patients with Leptomeningeal Carcinomatosis and Hydrocephalus-Feasibility of Combined Ventriculoperitoneal Shunt and Reservoir Insertion for Intrathecal Chemotherapy","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Concomitant; Hydrocephalus; Shunt (medical); Chemotherapy; Intrathecal; Lethargy; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001840878,0.000130218,0.0003453275,0.00007560743,0.00004276231,0.00001099349,0.00002693987,0.00006488917,0.00001498327],"category_scores_gemma":[0.00002606354,0.00008808191,0.00004623525,0.0001105694,0.0001363002,0.00004724703,0.00002709192,0.0001007776,5.098966e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001425757,"about_ca_system_score_gemma":0.0001036304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001389599,"about_ca_topic_score_gemma":0.000008742675,"domain_scores_codex":[0.9991645,0.0000444433,0.0002193224,0.0002895076,0.0001202778,0.0001619202],"domain_scores_gemma":[0.999518,0.0001192412,0.00005230469,0.0001133327,0.00008999916,0.0001071456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003201807,0.001891896,0.8947783,0.001064909,0.0002076691,0.00001189207,0.000863164,7.984875e-7,0.0002470252,0.0003669535,0.0003701958,0.09699542],"study_design_scores_gemma":[0.0161664,0.01450021,0.9546022,0.0002948522,0.0004799589,0.00003679116,0.0001444613,0.001811598,0.001035473,0.0002999509,0.01045187,0.000176259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947201,0.003043509,0.0001297705,0.0008207503,0.0001815797,0.001002849,0.00005446814,0.00002564084,0.00002130614],"genre_scores_gemma":[0.9989577,0.0001687661,0.000561362,0.00002765631,0.00005531033,0.0000876122,0.0001189846,0.00001449285,0.000008110573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09681916,"threshold_uncertainty_score":0.3591876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05903501005054268,"score_gpt":0.3715384969592067,"score_spread":0.312503486908664,"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."}}