{"id":"W4388460292","doi":"10.1016/j.wneu.2023.11.001","title":"Profile of Pediatric Neurosurgery in Nigeria from 1962 to 2021: A Systematic Review","year":2023,"lang":"en","type":"review","venue":"World Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Institute of General Medical Sciences","keywords":"Medicine; Observational study; Neurosurgery; Hydrocephalus; Epidemiology; Pediatrics; MEDLINE; Surgery; 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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00138813,0.001226795,0.008437437,0.002909559,0.00011562,0.0001375452,0.001361086,0.0002401061,0.0004506803],"category_scores_gemma":[0.009550363,0.00107568,0.001818481,0.01120546,0.00008610405,0.0002039153,0.0006756287,0.001055312,0.003282248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001936753,"about_ca_system_score_gemma":0.0008690041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004437007,"about_ca_topic_score_gemma":0.00004968859,"domain_scores_codex":[0.9885004,0.002072943,0.004870889,0.002167717,0.001245616,0.001142444],"domain_scores_gemma":[0.9883881,0.007228378,0.001933415,0.001941537,0.00006742185,0.000441136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001647695,0.0001931794,0.00007911551,0.9772502,0.00002312492,0.0009908461,0.0000313903,0.000001510829,0.0001498055,0.00002839987,0.01769316,0.003542775],"study_design_scores_gemma":[0.0001660746,0.00007520559,0.00005207533,0.7939499,0.001703642,0.00008053456,0.000002497306,0.000009438842,0.0001143988,0.00003278619,0.2021952,0.001618262],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002895035,0.989191,9.993602e-7,0.0001020095,0.003468011,0.005585442,0.0007204295,0.0002212459,0.0004213611],"genre_scores_gemma":[0.0001011534,0.9903677,0.00000611474,0.001791709,0.0006582313,0.001647087,0.00006701695,0.0003421828,0.005018876],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.184502,"threshold_uncertainty_score":0.9991693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07274449427303367,"score_gpt":0.3236456750428585,"score_spread":0.2509011807698248,"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."}}