{"id":"W4211112267","doi":"10.1016/j.amsu.2022.103374","title":"Stable internal fixation with dual plate technique for osteoporotic distal femur fractures","year":2022,"lang":"en","type":"article","venue":"Annals of Medicine and Surgery","topic":"Bone fractures and treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Valgus; Range of motion; WOMAC; Internal fixation; Surgery; Femur; Weight-bearing; Radiological weapon; Fixation (population genetics); Femur fracture; Osteoporosis; Orthodontics; Osteoarthritis; Internal medicine; Population","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004449493,0.0001290932,0.0004269923,0.0001565048,0.0001064427,0.000004294422,0.00002582725,0.00003749497,0.0002627526],"category_scores_gemma":[0.00009981126,0.0000828289,0.00007277659,0.0001037358,0.00009073869,0.00005749903,0.00002643325,0.0001421113,2.507596e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001085353,"about_ca_system_score_gemma":0.00007239742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002867439,"about_ca_topic_score_gemma":0.00001456556,"domain_scores_codex":[0.9990447,0.00002542726,0.000274619,0.0001785428,0.0002925132,0.0001842412],"domain_scores_gemma":[0.9991796,0.0003125054,0.0001800527,0.0001366799,0.00009364808,0.00009750601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.02607935,0.001807823,0.374815,0.001634395,0.002075639,0.002047131,0.003284903,0.0001148746,0.01219093,0.001113532,0.5259749,0.04886148],"study_design_scores_gemma":[0.01778746,0.02468211,0.498257,0.003243051,0.00142823,0.004731079,0.005637305,0.0004131365,0.09163108,0.006812947,0.3442068,0.001169817],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817385,0.001887859,0.001093032,0.01372912,0.0001226854,0.0007087197,0.00006049265,0.00002581735,0.0006337792],"genre_scores_gemma":[0.9961477,0.0001534376,0.0002179802,0.002379997,0.0001040686,0.000127403,0.0002210235,0.00001830788,0.0006300672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1817682,"threshold_uncertainty_score":0.3377665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04604241802348084,"score_gpt":0.3248289497578473,"score_spread":0.2787865317343665,"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."}}