{"id":"W4414106101","doi":"10.33137/cpoj.v8i2.45759","title":"A BIOFIDELIC MOCK RESIDUAL LIMB FOR PROSTHETIC SOCKET TESTING","year":2025,"lang":"en","type":"article","venue":"Canadian Prosthetics & Orthotics Journal","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Residual; Prosthesis; Biomechanics; Rapid prototyping; Lower limb; Prosthesis design","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006791185,0.0003767179,0.000385356,0.0007622757,0.0006775412,0.0003883738,0.0004340186,0.0002885203,0.00002737256],"category_scores_gemma":[0.0006079937,0.0003785605,0.0001941703,0.0006556361,0.000175743,0.0001086705,0.00003653191,0.0006874637,0.00002125519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005020075,"about_ca_system_score_gemma":0.00136519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001054968,"about_ca_topic_score_gemma":0.002040147,"domain_scores_codex":[0.9975392,0.00005090291,0.0008157793,0.0003041247,0.0002661901,0.001023777],"domain_scores_gemma":[0.9977453,0.0002319693,0.0001166824,0.0004243219,0.0007803687,0.0007013053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002120395,0.0005529592,0.04277203,0.003041048,0.001218481,0.0004873654,0.005538488,0.4919923,0.01133141,0.1321241,0.111104,0.1996258],"study_design_scores_gemma":[0.00561679,0.002090945,0.008400762,0.00169394,0.0007949048,0.001840482,0.001328951,0.3735248,0.005676107,0.2361376,0.3593833,0.003511488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.772383,0.01812833,0.091598,0.03571152,0.01854185,0.01186371,0.001499733,0.002044269,0.04822954],"genre_scores_gemma":[0.9600497,0.0001482992,0.0371585,0.0006709542,0.0002687824,0.00007148335,0.0000279318,0.0001475032,0.001456873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2482793,"threshold_uncertainty_score":0.9998666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01243703242886477,"score_gpt":0.2304232381961863,"score_spread":0.2179862057673215,"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."}}