{"id":"W2046821179","doi":"10.1016/j.wneu.2011.07.030","title":"Shunts and Aneurysms","year":2011,"lang":"en","type":"letter","venue":"World Neurosurgery","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Endoscope; Skull; Surgery; Neurosurgery; Endoscopic surgery; Endoscopy","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":[0.0008357331,0.0008945137,0.001047428,0.001207166,0.003028828,0.003331573,0.0009550966,0.03150081,0.008870492],"category_scores_gemma":[0.009058067,0.0007260345,0.001086387,0.001050586,0.003123781,0.003329528,0.001452713,0.02599012,0.003920557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00294316,"about_ca_system_score_gemma":0.00209759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001890849,"about_ca_topic_score_gemma":0.005367312,"domain_scores_codex":[0.9990851,0.0001941475,0.0001183457,0.0001175481,0.0002413343,0.0002436036],"domain_scores_gemma":[0.9974348,0.001263094,0.0004138263,0.0001437887,0.0002312124,0.0005132397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001176907,0.00006980356,0.002867358,0.0002275983,0.00006226708,0.4315018,0.0003605676,0.0003983776,0.000460888,0.02096354,0.5128745,0.03009555],"study_design_scores_gemma":[0.0001429963,0.00006980765,0.002054903,0.0005805779,0.00007610342,0.4029737,0.000508637,0.000637856,0.0003793931,0.02706239,0.5654513,0.00006236808],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.006031843,0.01697435,0.0004724521,0.8705921,0.04166621,0.00002059626,0.0000517625,0.00006935988,0.06412134],"genre_scores_gemma":[0.09427699,0.01754894,0.001112491,0.5411679,0.3020017,0.00005974298,0.00008712512,0.00007603552,0.04366914],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03150081,"threshold_uncertainty_score":0.02967471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03011655752180765,"score_gpt":0.2388913843728503,"score_spread":0.2087748268510427,"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."}}