{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001871689,0.0004586864,0.0003660706,0.0004479544,0.0002466431,0.0006599501,0.0007696468,0.0009631495,0.002085327],"category_scores_gemma":[0.0008181741,0.0002802556,0.0006208671,0.0003218284,0.0005937452,0.0003867388,0.0007193245,0.0004243372,0.0002335866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005257191,"about_ca_system_score_gemma":0.0006003861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006276757,"about_ca_topic_score_gemma":0.00400809,"domain_scores_codex":[0.9998789,0.00002527503,0.000006616876,0.0000198775,0.00005392814,0.00001538907],"domain_scores_gemma":[0.9997497,0.000136518,0.00002982713,0.00002821002,0.000037327,0.00001845172],"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":[0.00002159701,0.00001532696,0.0004019536,0.00001230028,0.000008711148,0.00004128729,0.00002601554,0.9935441,0.002234436,0.001707271,0.00007536473,0.001911691],"study_design_scores_gemma":[0.000004072018,0.0000122787,0.0001065699,0.000001932216,0.000002614765,0.00001622236,0.000007555647,0.9983625,0.0007164262,0.0004462977,0.0003200035,0.000003513447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4258728,0.0002490639,0.5493211,0.0003521167,0.0001096254,0.0001404967,0.0007967037,0.0008733931,0.02228473],"genre_scores_gemma":[0.9368725,0.0001583715,0.05768941,0.00005967038,0.000009717299,0.0001925256,0.0003170618,0.00008166154,0.004619156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006276757,"threshold_uncertainty_score":0.01248044,"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."}}