{"id":"W3132282277","doi":"10.1016/j.injury.2021.02.037","title":"Influence of surgical quality (according to postoperative radiography) on mortality, complications and recovery of walking ability in 1425 hip fracture patients","year":2021,"lang":"en","type":"article","venue":"Injury","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Manitoba Beekeepers' Association","keywords":"Medicine; Hip fracture; Radiography; Fracture (geology); Surgery; Internal medicine; Osteoporosis; Materials science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003079838,0.000105147,0.0003777532,0.0001449021,0.00003189468,0.000006582074,0.00005755257,0.00009068628,0.00001316251],"category_scores_gemma":[0.0004490009,0.00009064907,0.00008138482,0.0003873277,0.00008674183,0.0000750156,0.00004880975,0.0002147659,0.000001159581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003777904,"about_ca_system_score_gemma":0.00006141735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003788489,"about_ca_topic_score_gemma":0.00005171538,"domain_scores_codex":[0.9987817,0.0001575598,0.0004532386,0.0002619027,0.0002246884,0.0001208452],"domain_scores_gemma":[0.9988781,0.0003304943,0.0001148201,0.0003309442,0.0002571357,0.00008847107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002662495,0.0003708122,0.9860312,0.00007665564,0.00003288514,0.000005921993,0.0008774441,0.000171679,0.007933305,0.0001148295,0.00003957613,0.004079431],"study_design_scores_gemma":[0.0004762652,0.0002308489,0.9840217,0.0002068376,0.00001722117,0.000001793208,0.0002084454,0.000003321518,0.01421807,0.0002643449,0.0002713353,0.00007984323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980887,0.00007809258,0.0000158652,0.0007245449,0.00002893789,0.0002705946,0.00008542323,0.000009229878,0.0006985948],"genre_scores_gemma":[0.9986674,0.00002928516,0.0001648536,0.001072938,0.00001250533,0.00001035331,0.00003273617,0.000006330505,0.000003560436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006284761,"threshold_uncertainty_score":0.3696561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.020151585575729,"score_gpt":0.3493821558304158,"score_spread":0.3292305702546868,"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."}}