{"id":"W4281663105","doi":"10.12927/hcpol.2022.26828","title":"Commentary: Fulfilling the Promise of Global Access Licensing Principles to Enable","year":2022,"lang":"en","type":"letter","venue":"Healthcare policy","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Technology transfer; Political science; Coronavirus disease 2019 (COVID-19); Expanded access; Public relations; Action (physics); Business; Engineering ethics; Medicine; Engineering; International trade; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005376078,0.0002330867,0.0005135892,0.0001565116,0.0003121124,0.00003729644,0.0003636507,0.0005636155,0.0001331013],"category_scores_gemma":[0.0001398581,0.0001583144,0.0001498245,0.0008271314,0.000277539,0.00003450643,0.0004605981,0.001900325,0.000004890016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009293801,"about_ca_system_score_gemma":0.001561319,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02813538,"about_ca_topic_score_gemma":0.0004528397,"domain_scores_codex":[0.9973878,0.0002532729,0.0005656363,0.000363449,0.0009047625,0.0005251031],"domain_scores_gemma":[0.9985053,0.0001370609,0.0003055079,0.0006129895,0.0002073461,0.000231786],"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":[0.0001371788,0.00005264799,0.0006619864,0.003403722,0.0001025318,0.00007659468,0.001102087,0.00001248777,0.00001738996,0.002848575,0.9754065,0.01617832],"study_design_scores_gemma":[0.0003343788,0.0002442057,0.001607828,0.0005879836,0.000058212,0.00006043666,0.00009678795,0.00008102877,0.0000335823,0.001226199,0.9955311,0.0001382949],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001745705,0.0007493748,0.00002157628,0.9946502,0.0004506312,0.001283027,0.0002426144,0.00004709283,0.0008097765],"genre_scores_gemma":[0.02265977,0.0002285624,0.0002709426,0.9690078,0.006827936,0.00003947645,0.0005237424,0.00004195283,0.0003998023],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02768254,"threshold_uncertainty_score":0.9783363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1031586290125996,"score_gpt":0.4124499724946762,"score_spread":0.3092913434820767,"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."}}