{"id":"W4390031269","doi":"10.1016/j.compbiomed.2023.107887","title":"Computational models and their applications in biomechanical analysis of mandibular reconstruction surgery","year":2023,"lang":"en","type":"review","venue":"Computers in Biology and Medicine","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Masticatory force; Finite element method; Computer science; Orthodontics; Biomechanics; Medicine; Mandible (arthropod mouthpart); Computational model; Dentistry; Artificial intelligence; Anatomy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008299773,0.0002376192,0.002710983,0.002675136,0.00002737743,0.000002022183,0.00005737625,0.0003755844,0.00000573828],"category_scores_gemma":[0.00004660166,0.0001633193,0.0002425991,0.001442428,0.000571908,0.00002893186,0.00006269463,0.0002768987,2.354176e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004418988,"about_ca_system_score_gemma":0.00008390557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004457592,"about_ca_topic_score_gemma":0.00001182436,"domain_scores_codex":[0.9983188,0.0002035508,0.0008317749,0.0004429386,0.00004642066,0.0001565184],"domain_scores_gemma":[0.99811,0.001339009,0.0002512959,0.0001877337,0.00004689505,0.00006506674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001326654,0.00003508439,0.002756006,0.002836451,0.001257849,0.000008404621,0.00006122689,0.000005462076,0.000007500949,0.003201382,0.00002134483,0.989796],"study_design_scores_gemma":[0.007827697,0.001703472,0.01891887,0.2165775,0.03491925,0.007241962,0.001628171,0.06643828,0.00008585832,0.4214808,0.2188276,0.004350508],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003438029,0.9392022,0.05636151,0.00005200999,0.0001543503,0.0006922463,0.00003391534,0.0000406384,0.00002502532],"genre_scores_gemma":[0.001921181,0.9953089,0.001758746,0.00002987625,0.00004725849,0.00007288773,0.0008445493,0.00001347816,0.000003107803],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9854455,"threshold_uncertainty_score":0.6659968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07306408843968468,"score_gpt":0.375134083641561,"score_spread":0.3020699952018764,"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."}}