{"id":"W2913511167","doi":"10.1007/s00381-019-04077-4","title":"TROPHY registry study design: a prospective, international multicenter study for the surgical treatment of posthemorrhagic hydrocephalus in neonates","year":2019,"lang":"en","type":"article","venue":"Child s Nervous System","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; University of Toronto; Hospital for Sick Children","funders":"","keywords":"Medicine; Hydrocephalus; Perioperative; Prospective cohort study; Surgery; Neurosurgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0002512993,0.0002108628,0.0005475246,0.00008803148,0.00005807597,0.00001284485,0.0001956093,0.00006098599,0.00001981667],"category_scores_gemma":[0.00002635603,0.0001211908,0.0001548353,0.0001237225,0.00004852885,0.00003801073,0.00004909408,0.0001074099,0.00002342646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002091495,"about_ca_system_score_gemma":0.0000339486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001068016,"about_ca_topic_score_gemma":0.00002273715,"domain_scores_codex":[0.9985502,0.0001242105,0.0004405413,0.0004176704,0.0002528853,0.000214431],"domain_scores_gemma":[0.9990044,0.0002828882,0.0001521874,0.0004151071,0.00009322507,0.00005222188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0111099,0.01312785,0.9497553,0.0003495718,0.0009521734,0.002096378,0.01324564,0.0002729227,0.0005236231,0.0002317916,0.00002377305,0.008311104],"study_design_scores_gemma":[0.06601094,0.02434371,0.846971,0.000388263,0.000541215,0.002415571,0.0454736,0.01129172,0.001042589,0.00002562374,0.001065164,0.0004305862],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888578,0.0007684843,0.00005608479,0.0003233143,0.0004222341,0.008117441,0.00001957571,0.00004130471,0.001393746],"genre_scores_gemma":[0.9980932,0.000007626611,0.00008590001,0.0000277735,0.0001606802,0.0004786054,0.00001033771,0.00002628125,0.001109541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1027843,"threshold_uncertainty_score":0.4942016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01461295000776278,"score_gpt":0.2680720250631314,"score_spread":0.2534590750553686,"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."}}