{"id":"W4385330768","doi":"10.1001/jama.2023.13872","title":"Patents and Regulatory Exclusivities on GLP-1 Receptor Agonists","year":2023,"lang":"en","type":"article","venue":"JAMA","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Arnold Ventures; West Virginia University; National Heart, Lung, and Blood Institute; Gilead Sciences","keywords":"Medicine; Food and drug administration; Drug approval; Pharmacology; Drug","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":[0.01398907,0.0004047523,0.0005995558,0.006861253,0.0006726505,0.002268425,0.0009647433,0.001189039,0.01355074],"category_scores_gemma":[0.07741407,0.0002605255,0.002366632,0.01050727,0.0009504274,0.003093956,0.001341682,0.00134677,0.00102424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001664407,"about_ca_system_score_gemma":0.003374827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003861452,"about_ca_topic_score_gemma":0.004356047,"domain_scores_codex":[0.9741982,0.005061621,0.005825029,0.002907866,0.01101136,0.0009960504],"domain_scores_gemma":[0.8015803,0.07931612,0.1076227,0.002248963,0.008239847,0.0009920751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003004929,0.0002262278,0.5002552,0.03052915,0.002809763,0.002168348,0.00135654,0.001767973,0.001620805,0.01589889,0.05101005,0.3893521],"study_design_scores_gemma":[0.000487664,0.001223281,0.7178624,0.01894312,0.003988613,0.007120891,0.001430119,0.0009799894,0.002812267,0.003770734,0.2412375,0.0001432719],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.410088,0.3505077,0.004703655,0.009676033,0.0006616449,0.001119478,0.09932661,0.0002411056,0.1236759],"genre_scores_gemma":[0.9093052,0.05715601,0.002446251,0.002940864,0.0008029297,0.000815474,0.0220262,0.00004915256,0.004457848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01398907,"threshold_uncertainty_score":0.07398218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07064725726388224,"score_gpt":0.2768829414632664,"score_spread":0.2062356841993842,"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."}}