{"id":"W4414492047","doi":"10.1055/s-0045-1811645","title":"FIVE-L Classification of Bone Flap Handling in Decompressive Craniectomy","year":2025,"lang":"en","type":"article","venue":"Indian Journal of Neurotrauma","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Decompressive craniectomy; Skull; Sequela; Cranioplasty","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":[0.0003306361,0.0001165047,0.000471075,0.0005330748,0.00004347752,0.00001543539,0.0001437601,0.00007255132,0.000032492],"category_scores_gemma":[0.0003552187,0.0001002829,0.0002146303,0.0004096874,0.00009277451,0.0001312039,0.00001432201,0.0004081581,0.000002330329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003022706,"about_ca_system_score_gemma":0.0001634611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006749756,"about_ca_topic_score_gemma":0.000009620593,"domain_scores_codex":[0.9985111,0.0001210452,0.0008103992,0.0001462248,0.0002564539,0.0001547265],"domain_scores_gemma":[0.9988655,0.000233434,0.0004527401,0.0002107845,0.0001574921,0.0000800257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005999722,0.003415457,0.3064331,0.003889743,0.001119384,0.01011204,0.01439541,0.0005431965,0.3593626,0.002297753,0.00527661,0.287155],"study_design_scores_gemma":[0.00397706,0.00049598,0.9624608,0.001521272,0.0001205305,0.0009227378,0.0004936388,0.0001163847,0.02807207,0.0005541057,0.001170598,0.00009478969],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99571,0.0008305096,0.000309087,0.001225827,0.0003332215,0.0002121444,0.000002402689,0.000007370586,0.001369456],"genre_scores_gemma":[0.9989484,0.0001016294,0.0005085429,0.0002653261,0.00007017355,0.000004140267,0.000001206062,0.00001014695,0.00009044564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6560277,"threshold_uncertainty_score":0.408942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03368887922888616,"score_gpt":0.315690570048909,"score_spread":0.2820016908200228,"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."}}