{"id":"W186035396","doi":"10.1007/s00381-012-1754-4","title":"The rewards of pediatric neurosurgery","year":2012,"lang":"en","type":"article","venue":"Child s Nervous System","topic":"History of Medical Practice","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"","keywords":"Neurosurgery; Pediatric neurosurgery; Feeling; Medicine; Active listening; Happiness; Meaning (existential); Pediatric surgery; General surgery; Psychology; Surgery; Psychotherapist; Social psychology","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":[0.001451556,0.0001167307,0.0003014847,0.00006948379,0.0002222511,0.000006555719,0.0001394848,0.00009215735,0.00002534895],"category_scores_gemma":[0.00117911,0.000074546,0.000137495,0.0001934356,0.0001002935,0.00009078044,0.00003855927,0.0003386227,0.0002240627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001001985,"about_ca_system_score_gemma":0.0000934484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000206265,"about_ca_topic_score_gemma":8.559033e-7,"domain_scores_codex":[0.998328,0.0002054398,0.0004313047,0.0001369568,0.0005552654,0.0003430902],"domain_scores_gemma":[0.9982901,0.0005435499,0.0002534637,0.0005361908,0.0000748625,0.0003017861],"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":[0.0009024922,0.001310073,0.2582172,0.005916676,0.0003870714,0.0003563906,0.003860621,0.000008064922,0.001172611,0.008398966,0.6889305,0.03053938],"study_design_scores_gemma":[0.0007792109,0.0001460507,0.135069,0.0001863612,0.000460178,0.001419362,0.0006667278,0.00003994544,0.0002022621,0.000001862169,0.8608508,0.0001781601],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7532572,0.02530817,0.0001421026,0.005893067,0.00808911,0.0008241928,0.000007061089,0.0003333877,0.2061457],"genre_scores_gemma":[0.9952908,0.0001050551,0.00003741963,0.0003495474,0.002672157,0.00001117245,0.000001987843,0.00002799832,0.001503888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2420335,"threshold_uncertainty_score":0.3039898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01742305147750875,"score_gpt":0.2524406275415332,"score_spread":0.2350175760640245,"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."}}