{"id":"W3209084861","doi":"10.21203/rs.3.rs-1011776/v1","title":"RAS/MAPK Pathway Alteration in Pediatric Low-Grade Glioma Complicated with Ventriculo-Peritoneal Shunt Related Ascites","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation","funders":"","keywords":"Ascites; Medicine; Shunt (medical); MAPK/ERK pathway; Glioma; Cancer research; Internal medicine; Chemistry; Kinase; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001770457,0.0003132668,0.0003418418,0.0007436391,0.0003366082,0.0003996371,0.0002505288,0.000369988,0.001025238],"category_scores_gemma":[0.001045216,0.0002030083,0.0002433463,0.0007379959,0.0003471699,0.0004169223,0.0003491493,0.0003586404,0.0001773316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002751356,"about_ca_system_score_gemma":0.0004299532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007453681,"about_ca_topic_score_gemma":0.0008555774,"domain_scores_codex":[0.9997739,0.00002963098,0.00003260011,0.00004975803,0.00004885513,0.00006516966],"domain_scores_gemma":[0.9993473,0.0001121679,0.0003173723,0.00002931241,0.00004875122,0.000145193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001746747,0.00003675128,0.8799376,0.00005880415,0.00002710433,0.1126837,0.0001088666,0.0001346266,0.002708543,0.00007340845,0.0001712096,0.003884647],"study_design_scores_gemma":[0.00001998894,0.0003985081,0.5586919,0.0000328562,0.00006751061,0.4369168,0.0004126194,0.0007103572,0.002017963,0.0001359962,0.0005830036,0.00001251367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992412,0.0002481523,0.0001342486,0.00001933783,0.000003247575,0.000007618136,0.00006774279,0.000007070461,0.0002713407],"genre_scores_gemma":[0.9997156,0.00009955121,0.00008268606,0.000007194499,0.000004532336,0.000002958163,0.00005767179,0.000001239435,0.00002844345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001025238,"threshold_uncertainty_score":0.003429711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03957746483434402,"score_gpt":0.3525391298882866,"score_spread":0.3129616650539426,"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."}}