{"id":"W1991522247","doi":"10.1159/000055960","title":"Long-Term Follow-Up Data from the Shunt Design Trial","year":2000,"lang":"en","type":"article","venue":"Pediatric Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":419,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto","funders":"","keywords":"Medicine; Shunt (medical); Surgery; Randomized controlled trial; Hydrocephalus; Differential pressure","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":[0.006507752,0.0007540988,0.00203717,0.0002365597,0.0005142868,0.0009053862,0.0005385833,0.001845247,0.008781317],"category_scores_gemma":[0.01047481,0.000277717,0.002392299,0.0003897335,0.0005300258,0.0009217664,0.000371174,0.002146235,0.0006730003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000472362,"about_ca_system_score_gemma":0.0009097808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003724994,"about_ca_topic_score_gemma":0.0007350977,"domain_scores_codex":[0.9963526,0.002714241,0.0002487328,0.0003074952,0.0001775154,0.0001994002],"domain_scores_gemma":[0.9901214,0.004774542,0.003018894,0.0007637267,0.0004307466,0.0008907947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.9612091,0.00139922,0.007304114,0.001336313,0.004525651,0.00009356227,0.00005177605,0.0004047319,0.0005604749,0.0002520959,0.003260488,0.01960246],"study_design_scores_gemma":[0.9219102,0.0482281,0.01920247,0.0003645601,0.005475245,0.0001633281,0.00002820368,0.0005144321,0.0005559646,0.0005649557,0.002962699,0.00002981926],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9499947,0.03336608,0.001603882,0.004020099,0.001112696,0.001201827,0.00443266,0.0001054069,0.004162683],"genre_scores_gemma":[0.9835353,0.004843702,0.00116217,0.00252647,0.0007096509,0.002549728,0.002587988,0.00002195116,0.002063061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008781317,"threshold_uncertainty_score":0.03441674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1010087346095627,"score_gpt":0.2916668414746941,"score_spread":0.1906581068651315,"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."}}