{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002216002,0.0007328183,0.0003422192,0.0005449565,0.000236275,0.0004808513,0.001067308,0.0007663863,0.003020546],"category_scores_gemma":[0.002599852,0.000369298,0.0004640164,0.0001955738,0.00083721,0.0005114536,0.0006887974,0.0003923502,0.0006721212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000201176,"about_ca_system_score_gemma":0.0006170892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001660123,"about_ca_topic_score_gemma":0.0002936661,"domain_scores_codex":[0.9987771,0.0002330961,0.0001483814,0.0001699638,0.0006086788,0.00006279413],"domain_scores_gemma":[0.9983236,0.0004968607,0.0003071623,0.0004169233,0.0003211524,0.0001342323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000273152,0.0003328526,0.001904847,0.0004624701,0.00001492988,0.0002667079,0.0001579921,0.001460274,0.9697993,0.0003063244,0.0003355467,0.02468555],"study_design_scores_gemma":[0.0002283383,0.01533181,0.02626448,0.0003029218,0.0001501303,0.006645234,0.00022775,0.02311305,0.9071498,0.0007295954,0.01974624,0.000110781],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6736199,0.0009690259,0.3187486,0.0001669457,0.0001889592,0.001860217,0.0005838108,0.001333014,0.002529476],"genre_scores_gemma":[0.7213537,0.0005173172,0.2730537,0.0002039558,0.00003250744,0.001405144,0.0005691047,0.0001425068,0.002722113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003020546,"threshold_uncertainty_score":0.01171947,"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."}}