{"id":"W4415035061","doi":"10.1007/s00590-025-04552-6","title":"Patient and surgical factors affecting recovery after femur fracture fixation: a secondary analysis of the FLiP trial","year":2025,"lang":"en","type":"article","venue":"European Journal of Orthopaedic Surgery & Traumatology","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact; McMaster University Medical Centre; Ottawa Hospital; University of Ottawa; McMaster University","funders":"Canadian Institutes of Health Research; Canadian Orthopaedic Trauma Society","keywords":"Fracture (geology); Femur; Femur fracture; Fracture treatment; Bone healing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003168969,0.0008454633,0.002600617,0.0003014587,0.0003371212,0.001111263,0.0005453936,0.001186305,0.003899184],"category_scores_gemma":[0.008702848,0.0003038027,0.003225609,0.0006876909,0.0006478383,0.001034741,0.0007199185,0.00203457,0.0003733102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000474521,"about_ca_system_score_gemma":0.0009831894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006443583,"about_ca_topic_score_gemma":0.0008836354,"domain_scores_codex":[0.9972655,0.00163716,0.0002074548,0.000303569,0.0002099547,0.0003764239],"domain_scores_gemma":[0.9948469,0.002620616,0.001348711,0.0005038718,0.0002778513,0.0004020292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.8491361,0.002274664,0.1042832,0.002111226,0.02112868,0.0003425216,0.0001462576,0.0008037345,0.001086185,0.0004775795,0.002429384,0.0157806],"study_design_scores_gemma":[0.3958598,0.08739412,0.4679075,0.0007332958,0.03528576,0.0009742067,0.0007714184,0.00308989,0.001305712,0.00208889,0.004402296,0.0001870568],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956761,0.002066894,0.0002140503,0.0001584574,0.00009814218,0.0001682093,0.001017213,0.00000703405,0.0005939491],"genre_scores_gemma":[0.9966351,0.0005541723,0.0001972334,0.0001981407,0.0001429075,0.0003562223,0.001468275,0.000007208529,0.0004407345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003899184,"threshold_uncertainty_score":0.01675934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01322804253704698,"score_gpt":0.2515471400415464,"score_spread":0.2383190975044994,"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."}}