{"id":"W4405978469","doi":"10.3171/2024.10.focus24599","title":"Introduction. Ongoing challenges in pediatric craniofacial surgery","year":2025,"lang":"en","type":"article","venue":"Neurosurgical FOCUS","topic":"Craniofacial Disorders and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Craniosynostosis; Medicine; Craniofacial surgery; Craniofacial; Synostosis; Neurosurgery; Cranial vault; Cranioplasty; Surgery; General surgery; Skull","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":[0.0001078631,0.0001435364,0.0001857257,0.0001167905,0.00006482048,0.00002106496,0.00008713113,0.0001288223,0.00003398369],"category_scores_gemma":[0.000155704,0.0001395914,0.0001264803,0.0002314118,0.00003242539,0.000003969713,0.00006662642,0.0001003145,0.00001997019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001225755,"about_ca_system_score_gemma":0.00005518851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001905833,"about_ca_topic_score_gemma":0.00006602272,"domain_scores_codex":[0.9989257,0.00006870201,0.0002209704,0.0004453935,0.00009816056,0.0002410417],"domain_scores_gemma":[0.9996408,0.00003456992,0.00003311036,0.0002165133,0.00002738364,0.00004759811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009341732,0.002128544,0.7027805,0.0001774997,0.0001066782,0.0002642001,0.00008152636,0.000171693,0.01503903,0.005977323,0.02219142,0.2501474],"study_design_scores_gemma":[0.001901173,0.0001724995,0.6442118,0.0000114943,0.00004492209,0.00001847639,0.00003450941,0.0000141078,0.00356457,0.001009265,0.3486056,0.0004115233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853312,0.003470362,0.00005016476,0.003944367,0.0008428103,0.0001509601,0.000006593134,0.00002494675,0.006178551],"genre_scores_gemma":[0.9900088,0.00878923,0.0000107153,0.00009603245,0.0005472391,0.00002494943,0.00001609883,0.00001231684,0.0004946709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3264142,"threshold_uncertainty_score":0.5692373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01583674789444489,"score_gpt":0.2493040455913239,"score_spread":0.233467297696879,"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."}}