{"id":"W3164295333","doi":"10.1016/s0140-6736(21)01151-x","title":"What next for a COVID-19 intellectual property waiver?","year":2021,"lang":"en","type":"article","venue":"The Lancet","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Waiver; Intellectual property; TRIPS architecture; Business; Pandemic; TRIPS Agreement; Political science; International trade; Law and economics; Law; Coronavirus disease 2019 (COVID-19); Economics; Medicine; Engineering","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":[0.0008039449,0.00007721072,0.0002860244,0.00003640472,0.0001434184,0.00008468793,0.0002180169,0.00003614853,0.0007682373],"category_scores_gemma":[0.00459924,0.0000334011,0.00005889324,0.0002903728,0.000234576,0.0001404813,0.00007252736,0.0001795871,0.00008439831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007011055,"about_ca_system_score_gemma":0.0006986039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004712377,"about_ca_topic_score_gemma":0.0000457311,"domain_scores_codex":[0.998939,0.0000579761,0.0001108913,0.0002142421,0.0003234812,0.0003544294],"domain_scores_gemma":[0.9986443,0.0004759755,0.00002067629,0.0004664799,0.0001438194,0.0002487397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001599729,0.0001468352,0.001029986,0.000469128,0.00008308578,0.0001870686,0.01805515,0.000003640756,0.0232684,0.0008250093,0.8515632,0.1027688],"study_design_scores_gemma":[0.003101033,0.0003169912,0.0005144564,0.0001316504,0.00003954719,0.000211052,0.01077237,0.00100463,0.005017843,0.0004602539,0.9783592,0.00007097434],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4438808,0.01044245,0.004040781,0.5209379,0.001814266,0.002149393,0.00001961438,0.0002184461,0.01649637],"genre_scores_gemma":[0.7595645,0.01204301,0.001298393,0.127135,0.00580941,0.0002005089,0.00007477072,0.00003621555,0.09383813],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3938028,"threshold_uncertainty_score":0.841166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2359903436938607,"score_gpt":0.4120229251619303,"score_spread":0.1760325814680697,"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."}}