{"id":"W4408921388","doi":"10.1002/smll.202410060","title":"Liposome‐Based Interventions in Knee Osteoarthritis","year":2025,"lang":"en","type":"review","venue":"Small","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Research Council; Azrieli Foundation; Israel Science Foundation; McCutchen Foundation","keywords":"Osteoarthritis; Medicine; Adverse effect; Population; Liposome; Knee Joint; Articular cartilage; Viscosupplementation; Dosage form; Intensive care medicine; Physical therapy; Pharmacology; Intra articular; Surgery; Pathology; Alternative medicine; Nanotechnology; Materials science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001258465,0.0004073236,0.001794193,0.0007627312,0.00004263231,0.0000284683,0.0001256456,0.0003990262,0.0003437928],"category_scores_gemma":[0.0001077355,0.0003657789,0.001348427,0.0005026919,0.00003324089,0.00002969756,0.00007256737,0.0004485022,0.0003212679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001804059,"about_ca_system_score_gemma":0.0005887327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001339932,"about_ca_topic_score_gemma":0.0005472918,"domain_scores_codex":[0.9982279,0.0001110784,0.0007070524,0.000461103,0.0001419002,0.0003509673],"domain_scores_gemma":[0.9990281,0.0001452689,0.0001514437,0.0005019915,0.00004646113,0.0001267039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001247929,0.0002628385,0.00001253949,0.03136378,0.00004123551,0.0003169322,0.0000116531,2.948579e-8,4.132744e-7,0.0003072725,0.00007461462,0.9675962],"study_design_scores_gemma":[0.002452102,0.001915012,0.000002369435,0.2437348,0.001257475,0.00003897896,0.00001054032,2.898929e-7,0.000005639448,0.00005085399,0.7503063,0.0002255782],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001636158,0.9856589,0.00001725916,0.00004835672,0.0006607847,0.002183625,0.0001098845,0.0001060606,0.01119872],"genre_scores_gemma":[0.00001654326,0.9779395,0.0008435211,0.00008258695,0.0001390925,0.0008590523,0.0009673084,0.00005358334,0.0190988],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9673706,"threshold_uncertainty_score":0.9998794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06453237035805622,"score_gpt":0.341809339215122,"score_spread":0.2772769688570658,"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."}}