{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01143,0.001160448,0.001630999,0.0008632117,0.01088086,0.007579529,0.005653273,0.1420593,0.00751786],"category_scores_gemma":[0.04389169,0.001384044,0.001902569,0.001119704,0.008714601,0.007982163,0.003598949,0.09676077,0.008158281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009102039,"about_ca_system_score_gemma":0.01775422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0237209,"about_ca_topic_score_gemma":0.03087491,"domain_scores_codex":[0.9886595,0.003450627,0.0009738292,0.001744529,0.003533871,0.001637648],"domain_scores_gemma":[0.9724662,0.01978518,0.001008893,0.0006307487,0.004011916,0.002097091],"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":[0.00002335432,0.00001249665,0.0001190464,0.00004283233,0.00000694355,0.000493195,0.0005480578,0.00004316152,0.0001578889,0.0057223,0.9903033,0.002527522],"study_design_scores_gemma":[0.0000519846,0.00003506753,0.0004665626,0.0003286304,0.00002207271,0.0006688939,0.00111198,0.0002995264,0.0003168535,0.01157246,0.9850543,0.00007178356],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000168174,0.0003553828,0.00005141877,0.990918,0.006853637,0.000006588034,0.00003002367,0.00001299427,0.00160381],"genre_scores_gemma":[0.0009205948,0.000108593,0.00006288841,0.9923134,0.004185358,0.00001812817,0.000005293192,0.000009416142,0.002376298],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1420593,"threshold_uncertainty_score":0.06604016,"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."}}