{"id":"W4399361789","doi":"10.23736/s2784-8469.24.04438-9","title":"Treatment of periprosthetic fracture Vancouver B2-B3 in cementless total hip arthroplasty: are we able to predict stem mobilization?","year":2024,"lang":"en","type":"article","venue":"Minerva Orthopedics","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Periprosthetic; Mobilization; Total hip arthroplasty; Medicine; Arthroplasty; Total hip replacement; Surgery; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008822792,0.0003856417,0.0003388878,0.0008259368,0.0002256219,0.0004373628,0.0004778309,0.000790998,0.0008832571],"category_scores_gemma":[0.00492273,0.0001817226,0.0003404876,0.0005942349,0.0003638567,0.0003960064,0.000328589,0.0003629295,0.0002953452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001661145,"about_ca_system_score_gemma":0.0003112033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001316541,"about_ca_topic_score_gemma":0.002042593,"domain_scores_codex":[0.9995089,0.0001411963,0.00007161446,0.00005797669,0.000164702,0.00005563613],"domain_scores_gemma":[0.9977329,0.0007542354,0.0008696302,0.0000703926,0.0003191853,0.0002535619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001737037,0.0000252075,0.9949995,0.00002912374,0.00001313333,0.0002295428,0.00002410191,0.0000756436,0.0003132241,0.00000413276,0.000038832,0.004073926],"study_design_scores_gemma":[0.00001589878,0.0004671736,0.9948277,0.00003612033,0.00004387123,0.00281202,0.0001670353,0.001051716,0.0003564766,0.00006355775,0.0001514377,0.0000070384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998139,0.001054702,0.0002801556,0.00008536817,0.000009218074,0.00001032523,0.00005482295,0.000004680403,0.0003617489],"genre_scores_gemma":[0.9993082,0.0002554347,0.0002518874,0.00001671535,0.00002046525,0.000006481036,0.00008670835,0.00000116834,0.00005287975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001316541,"threshold_uncertainty_score":0.00466603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02024717405821201,"score_gpt":0.2684844348267744,"score_spread":0.2482372607685624,"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."}}