{"id":"W2397059713","doi":"10.5555/2685617.2685663","title":"Simulation of brain-skull development utilizing a hybrid model","year":2014,"lang":"en","type":"article","venue":"","topic":"Craniofacial Disorders and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Western University","funders":"","keywords":"Skull; Craniosynostosis; Fibrous joint; Craniosynostoses; Sagittal suture; Cranioplasty; Process (computing); Computer science; Anatomy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001949176,0.0004824311,0.000407245,0.000609736,0.0003639872,0.0007350697,0.0009264762,0.001177882,0.00313466],"category_scores_gemma":[0.000565224,0.0003520187,0.0008742156,0.0004281248,0.0004434866,0.0004967348,0.0006634207,0.0004088119,0.0003252916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004422092,"about_ca_system_score_gemma":0.0006472915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009291436,"about_ca_topic_score_gemma":0.00542375,"domain_scores_codex":[0.9998786,0.00002840488,0.000008950104,0.00002468659,0.00004200992,0.00001730127],"domain_scores_gemma":[0.9997892,0.0001049384,0.00002456328,0.00002038833,0.00004260789,0.00001842199],"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":[0.0000217185,0.00001453998,0.0005923283,0.00002425698,0.00001251636,0.00006905086,0.0000325318,0.9927219,0.001733587,0.002039498,0.0001086814,0.002629469],"study_design_scores_gemma":[0.000004905272,0.00001446611,0.0001372937,0.000004325652,0.000005827856,0.00002566537,0.00001046925,0.9982723,0.0003974613,0.0004973157,0.0006251681,0.00000486865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1881936,0.0005254072,0.7794286,0.0004227057,0.000140183,0.0001291239,0.0009368045,0.001315964,0.02890763],"genre_scores_gemma":[0.9080492,0.0005503094,0.08200603,0.00007340391,0.00002334421,0.0002432818,0.0005389906,0.0001220323,0.00839333],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009291436,"threshold_uncertainty_score":0.0184747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01578891396056959,"score_gpt":0.2652170674703545,"score_spread":0.2494281535097849,"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."}}