{"id":"W4311282623","doi":"10.1007/s00381-022-05754-7","title":"48th Annual Meeting of the International Society for Pediatric Neurosurgery","year":2022,"lang":"en","type":"article","venue":"Child s Nervous System","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Neurosurgery; Endoscopic third ventriculostomy; Hydrocephalus; Logistic regression; Perceptron; Medical physics; Artificial intelligence; Surgery; Artificial neural network; Internal medicine","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":[0.0003778496,0.0001137364,0.0001700165,0.00004594744,0.0007320093,0.00002948216,0.0006716065,0.00002578376,0.00001500357],"category_scores_gemma":[0.0001687899,0.00009073884,0.0004461504,0.0003027924,0.00003655419,0.00006752918,0.0004154099,0.0001806556,0.000003203881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001063482,"about_ca_system_score_gemma":0.00007848414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001709614,"about_ca_topic_score_gemma":0.000001116332,"domain_scores_codex":[0.9985219,0.00007298159,0.0003433434,0.0003252696,0.0005111101,0.0002253647],"domain_scores_gemma":[0.9992239,0.0002048622,0.0002459097,0.0002428748,0.00004315547,0.00003930586],"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":[0.0007136202,0.001548809,0.1146126,0.003734907,0.0001869555,0.00006807087,0.01353407,0.03163045,0.3133573,0.07171039,0.4461977,0.002705024],"study_design_scores_gemma":[0.00999961,0.001729341,0.09646089,0.0005905789,0.0007753399,0.004389395,0.01909344,0.1302359,0.2110403,0.0006039938,0.5215753,0.003505952],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874958,0.0001519766,0.00003486649,0.0008504902,0.003850896,0.0004669896,0.0004193067,0.00009581976,0.006633894],"genre_scores_gemma":[0.9977433,0.000008370214,0.00001387306,0.0008142217,0.0006430649,0.00006758618,0.000003345274,0.00002244408,0.0006838079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1023171,"threshold_uncertainty_score":0.5630097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01421781043281112,"score_gpt":0.222375159420404,"score_spread":0.2081573489875929,"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."}}