{"id":"W4417213567","doi":"10.1111/os.70222","title":"<scp>MIPPO</scp> Combined With <scp>NCB</scp> . <scp>PP</scp> for Treating Vancouver Type B Femoral Periprosthetic Fractures","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Surgery","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Periprosthetic; Internal fixation; Femoral fracture; Prosthesis; Fixation (population genetics); Blood loss; Arthroplasty","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001337836,0.00111949,0.001926775,0.0007336459,0.000813345,0.0001991139,0.000289714,0.0005869209,0.0001204473],"category_scores_gemma":[0.007174675,0.0008658646,0.0009255935,0.001392024,0.0005544178,0.0003889882,0.0001809855,0.0009527786,0.0001111329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001726571,"about_ca_system_score_gemma":0.001436156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000920117,"about_ca_topic_score_gemma":0.0002337258,"domain_scores_codex":[0.9939216,0.0002245436,0.001342891,0.001385232,0.001154192,0.001971586],"domain_scores_gemma":[0.9884588,0.008382837,0.0006850294,0.001097311,0.0006129117,0.0007631571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001912606,0.0006313137,0.4476232,0.0006684898,0.0005711035,0.0006438236,0.0009208054,0.00003338759,0.0002966489,0.0001396164,0.5214445,0.02683586],"study_design_scores_gemma":[0.006403126,0.001515844,0.1069289,0.001562208,0.0009275042,0.0004178285,0.004314811,0.0005319909,0.001831602,0.0001556069,0.8752106,0.0002000013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702938,0.003616517,0.000647189,0.0002787957,0.005099942,0.001856016,0.000159877,0.0006410456,0.01740679],"genre_scores_gemma":[0.9088945,0.0008694032,0.00170738,0.00473853,0.001762463,0.0003682514,0.0006856131,0.0003321614,0.08064167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3537661,"threshold_uncertainty_score":0.9993792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331042360650432,"score_gpt":0.2571284802838481,"score_spread":0.2438180566773438,"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."}}