{"id":"W4379659637","doi":"10.24908/agt.v1i1.16122","title":"Automated Cold, Compression, and Heat Gloves for Arthritis: A Proposal for Combination Therapy","year":2023,"lang":"en","type":"article","venue":"Aging and (Geron) Technology","topic":"Intramuscular injections and effects","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Pain relief; Medicine; Compression therapy; Programmer; Compression (physics); Physical therapy; Computer science; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001929413,0.001176193,0.0007998233,0.001930338,0.0008797483,0.002346445,0.001713449,0.003283842,0.0113018],"category_scores_gemma":[0.001082797,0.0005910142,0.001745445,0.0007118186,0.00162656,0.003607231,0.001177792,0.003539611,0.006035885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00084431,"about_ca_system_score_gemma":0.002099129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007422874,"about_ca_topic_score_gemma":0.001513896,"domain_scores_codex":[0.9988464,0.00022933,0.00009932257,0.0001756236,0.0005425345,0.0001068546],"domain_scores_gemma":[0.9995298,0.00009521874,0.00004291853,0.00003826682,0.000174635,0.0001190894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005192714,0.001461503,0.0009384156,0.002034636,0.00008528957,0.001444323,0.0003896313,0.0007538965,0.02687223,0.04657776,0.04007211,0.8788509],"study_design_scores_gemma":[0.0006326259,0.006531859,0.002487743,0.001188959,0.0003239097,0.01050023,0.0005228787,0.00587753,0.01552283,0.02524664,0.9308854,0.0002793792],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.022571,0.1951011,0.5562983,0.08387248,0.01356072,0.004698132,0.0003599043,0.004470957,0.1190675],"genre_scores_gemma":[0.08321352,0.1648899,0.5950138,0.02262574,0.005347093,0.004350447,0.0005085938,0.0004229633,0.123628],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0113018,"threshold_uncertainty_score":0.03780836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01100180277836934,"score_gpt":0.2923894688555957,"score_spread":0.2813876660772264,"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."}}