{"id":"W4400421329","doi":"10.1097/jpo.0000000000000516","title":"The Relationship between Socket Comfort, Pain, and Mobility Over Treatment Milestones for Individuals with Lower-Limb Loss","year":2024,"lang":"en","type":"article","venue":"JPO Journal of Prosthetics and Orthotics","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"FPInnovations; 3v Geomatics (Canada); University of British Columbia","funders":"","keywords":"Physical medicine and rehabilitation; Medicine; Physical therapy; Psychology","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":[0.0009316753,0.0001718487,0.000230021,0.00007248602,0.0002057072,0.000193098,0.00007240264,0.00009320065,0.000001088144],"category_scores_gemma":[0.0001031085,0.00009810014,0.00009007525,0.0001086131,0.0002207539,0.00007458969,0.00001687196,0.0001919156,2.756427e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004823943,"about_ca_system_score_gemma":0.0000592084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.667832e-7,"about_ca_topic_score_gemma":0.000005877606,"domain_scores_codex":[0.9990265,0.00004514902,0.0004344188,0.0001166478,0.0001856144,0.000191691],"domain_scores_gemma":[0.9981039,0.001438089,0.00009134426,0.000140614,0.00011101,0.0001150796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007781496,0.0001180342,0.9547213,0.0005709875,0.0003254531,0.00002096805,0.001816296,0.005462513,0.00001766295,0.01551672,0.00021053,0.02114174],"study_design_scores_gemma":[0.004234445,0.01616678,0.6044015,0.001214141,0.001476437,0.0005198219,0.001403136,0.06196682,0.000339401,0.08370419,0.223332,0.001241388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818686,0.006637584,0.00978161,0.0009092365,0.0002378739,0.0004375638,0.00007508261,0.00002963486,0.00002285044],"genre_scores_gemma":[0.9943489,0.001002498,0.00439574,0.00001531366,0.00009766204,0.00000993613,0.000005500429,0.00003470903,0.00008969252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3503198,"threshold_uncertainty_score":0.4000408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01774098900918424,"score_gpt":0.2646885623707371,"score_spread":0.2469475733615529,"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."}}