{"id":"W4412695831","doi":"10.1177/1540658x251361263","title":"Drug Repurposing Patent Applications October–December 2024","year":2025,"lang":"en","type":"article","venue":"Assay and Drug Development Technologies","topic":"Chemical Reactions and Isotopes","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drug repositioning; Repurposing; Drug; Pharmacology; Medicine; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004565085,0.000209824,0.0002173768,0.0002045204,0.0004984185,0.0000470904,0.0002470698,0.000265853,0.0001303132],"category_scores_gemma":[0.0001320303,0.0001812187,0.00004666741,0.0004522731,0.0002612685,0.00009518439,0.000337801,0.000631901,0.00007630411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009620393,"about_ca_system_score_gemma":0.0001065621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001199435,"about_ca_topic_score_gemma":0.00003696444,"domain_scores_codex":[0.9987788,0.00005209645,0.0003431974,0.0003993883,0.00009519335,0.000331351],"domain_scores_gemma":[0.999187,0.0003750333,0.00007806144,0.0002349166,0.00007100852,0.00005398852],"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":[0.00003831965,0.0002637402,0.01565472,0.00009500465,0.0002189022,0.000008026327,0.0003159213,0.00001030082,0.01053675,0.01568713,0.08193937,0.8752318],"study_design_scores_gemma":[0.0002841474,0.000003170654,0.000555704,0.00003495524,0.00004418921,0.000005227817,0.000895006,0.00006346796,0.1803153,0.004912179,0.8127018,0.0001848399],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.73035,0.0240171,0.006226036,0.02568234,0.002034848,0.002557973,0.00003676747,0.004133529,0.2049614],"genre_scores_gemma":[0.9609823,0.002875535,0.00453517,0.0007269178,0.00002662418,0.0007598206,0.00002684511,0.00001368743,0.03005316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.875047,"threshold_uncertainty_score":0.7389882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0589534151186479,"score_gpt":0.3719935208355861,"score_spread":0.3130401057169382,"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."}}