{"id":"W4396798819","doi":"10.1302/1358-992x.2024.8.041","title":"OUTCOMES FOLLOWING A TOTAL FEMORAL PLATING TECHNIQUE FOR MANAGEMENT OF PERIPROSTHETIC FRACTURES AROUND STABLE HIP AND KNEE IMPLANTS","year":2024,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Periprosthetic; Medicine; Total hip replacement; Plating (geology); Femur; Surgery; Orthodontics; Arthroplasty; Geology","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":[0.0005016348,0.0003100556,0.0005325222,0.0002288751,0.0001920817,0.0001058075,0.00006180764,0.0001340715,0.00003973513],"category_scores_gemma":[0.0000545892,0.0002358772,0.00026592,0.0002187737,0.0001008929,0.0002935641,0.0001058307,0.0002491013,0.00000313125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004440876,"about_ca_system_score_gemma":0.00006248833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001010412,"about_ca_topic_score_gemma":5.599314e-7,"domain_scores_codex":[0.998123,0.00000439165,0.0004589832,0.0004978534,0.0004188084,0.0004969127],"domain_scores_gemma":[0.9994628,0.00007736949,0.0001102415,0.0001168593,0.00006209177,0.000170659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005449969,0.0002462814,0.8162455,0.01048181,0.001318985,0.0005284378,0.001768671,0.000001473608,0.0149964,0.006194918,0.00126456,0.146408],"study_design_scores_gemma":[0.01518384,0.003953611,0.8959334,0.01520825,0.003613968,0.004772468,0.009428708,0.002408132,0.0111603,0.003149392,0.03283505,0.002352875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930478,0.001422539,0.001068118,0.0003005927,0.0004097627,0.001686874,0.00006331199,0.0001988079,0.00180225],"genre_scores_gemma":[0.9891804,0.00003847248,0.009140723,0.0001203917,0.0001324764,0.0002248214,0.00002689596,0.00006380875,0.001072053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1440551,"threshold_uncertainty_score":0.9618792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01402893430435175,"score_gpt":0.2881945564044856,"score_spread":0.2741656221001338,"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."}}