{"id":"W2122193753","doi":"10.1177/0037549713516691","title":"Hybrid simulation of brain–skull growth","year":2013,"lang":"en","type":"article","venue":"SIMULATION","topic":"Craniofacial Disorders and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Western University","funders":"","keywords":"Craniosynostosis; Skull; Craniosynostoses; Anatomy; Computer science; Biology","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":[0.0000280951,0.00007349824,0.00006956353,0.00002423583,0.00003462789,0.000009589628,0.00003976256,0.00004804107,0.00008988534],"category_scores_gemma":[0.00006706467,0.00007106853,0.00005098938,0.00003413223,0.00001936118,0.000007212979,0.00001898605,0.00001749883,0.00003665683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000574922,"about_ca_system_score_gemma":0.00001061438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006255657,"about_ca_topic_score_gemma":0.000003262426,"domain_scores_codex":[0.9995519,0.00001819464,0.0001289736,0.0001371103,0.0000768047,0.00008701819],"domain_scores_gemma":[0.9996466,0.00002027792,0.00006048865,0.0001219185,0.0001240611,0.00002665038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006717145,0.0001879399,0.02795596,0.00002625682,0.00005663534,5.413634e-7,0.00007237319,0.7339828,0.2208133,0.0001327761,0.0005594108,0.01614489],"study_design_scores_gemma":[0.003948016,0.0008496062,0.2249439,0.00002584116,0.00006632067,0.00000148151,0.00006987386,0.5787544,0.1742715,0.008590876,0.007870371,0.0006079001],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824342,0.00007006332,0.01632325,0.00006324473,0.00004791863,0.0002081645,0.000009142384,0.000008751416,0.0008352299],"genre_scores_gemma":[0.9993093,0.000005623145,0.0001135449,0.00008696153,0.00004853611,0.000007370462,0.0001935482,0.00001060959,0.0002244839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1969879,"threshold_uncertainty_score":0.2898091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007667157714421393,"score_gpt":0.259351685839867,"score_spread":0.2516845281254456,"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."}}