{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001704252,0.00009430656,0.0001968025,0.0002318863,0.0002238607,0.00002012806,0.00002829565,0.0001542627,0.000001613683],"category_scores_gemma":[0.00005953727,0.00007861447,0.00002934834,0.0002194106,0.0001182933,0.00003594835,0.00002085015,0.00008463437,0.000001919784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001439366,"about_ca_system_score_gemma":0.00003003223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001553532,"about_ca_topic_score_gemma":0.000009378083,"domain_scores_codex":[0.9994019,0.00001371147,0.0001168754,0.0002066344,0.00005008283,0.0002107524],"domain_scores_gemma":[0.9996762,0.00007405806,0.000024171,0.0001154192,0.00007818054,0.00003200276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007255341,0.0005991865,0.01256774,0.001628531,0.0004867752,0.00005400512,0.001021826,0.00003708315,0.4049946,0.09694268,0.03018488,0.4507571],"study_design_scores_gemma":[0.0508988,0.01514508,0.03411874,0.004114157,0.000309885,0.001318666,0.002898932,0.3928648,0.3329997,0.05465253,0.1093917,0.00128699],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856402,0.001800433,0.001787428,0.007937952,0.00016217,0.001231452,0.000009093688,0.00140242,0.00002888938],"genre_scores_gemma":[0.9962958,0.0005826737,0.00237584,0.000142889,0.00003874053,0.0003624992,0.00003577321,0.00001958566,0.0001462412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4494701,"threshold_uncertainty_score":0.3205805,"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."}}