{"id":"W4415570976","doi":"10.1302/1358-992x.2025.11.018","title":"A COMPARISON OF HOMOGENOUS VERSUS PHYSIOLOGICAL TRABECULAR BONE PROPERTIES IN THE FINITE ELEMENT EVALUATION OF IMPLANT PERFORMANCE","year":2025,"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":"Hand and Upper Limb Clinic","funders":"","keywords":"Finite element method; Cancellous bone; Biomechanics; Implant; Trabecular bone; Compression (physics); Fixation (population genetics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00139615,0.0001706633,0.0004898128,0.0001804586,0.00008303779,0.00000934381,0.0001245438,0.00008643922,0.00003626584],"category_scores_gemma":[0.0003055484,0.00009987356,0.0001183803,0.0004296583,0.0001885845,0.00008121055,0.00005142765,0.0002420015,0.000002064504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005099742,"about_ca_system_score_gemma":0.0002197713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001827984,"about_ca_topic_score_gemma":0.000008399963,"domain_scores_codex":[0.9980044,0.00003745252,0.0006393793,0.000238885,0.0008036074,0.0002762124],"domain_scores_gemma":[0.9992079,0.00005251409,0.0002389072,0.0001421347,0.0003199958,0.00003858746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00568213,0.003862133,0.6314538,0.003202151,0.0003862942,0.00002458648,0.01142907,0.0002772132,0.05718826,0.001334362,0.002619471,0.2825406],"study_design_scores_gemma":[0.02303061,0.0078711,0.8565634,0.003056547,0.001553534,0.000170334,0.0130208,0.05461135,0.03311091,0.00009139692,0.006409985,0.000510041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952284,0.001286054,0.00001324048,0.0002919682,0.000160293,0.0008843036,0.00000787647,0.00001880023,0.002109123],"genre_scores_gemma":[0.999391,0.0001943199,0.00008222856,0.0001207523,0.00005466868,0.00009802364,0.00001783604,0.0000075557,0.00003363319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2820305,"threshold_uncertainty_score":0.4072726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07658151430229768,"score_gpt":0.3313566785541433,"score_spread":0.2547751642518457,"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."}}