{"id":"W4414085393","doi":"10.1111/dewb.70004","title":"Making Advanced Therapies Affordable and Accessible: Two Strategic Approaches","year":2025,"lang":"en","type":"article","venue":"Developing World Bioethics","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Stem Cell Network; Government of Canada","keywords":"Intellectual property; Reimbursement; Market access; Transformative learning; Access to medicines; Expanded access","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006783637,0.0001994663,0.0003594139,0.0004160469,0.0002572217,0.0002931822,0.0002751951,0.0001003974,0.00006197443],"category_scores_gemma":[0.00004786997,0.000220478,0.00005270275,0.0006182348,0.0002417288,0.0002245601,0.0001723709,0.0003796238,0.00004476623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001019232,"about_ca_system_score_gemma":0.0001242377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006585921,"about_ca_topic_score_gemma":0.0003622668,"domain_scores_codex":[0.9986401,0.00001923152,0.0005088168,0.0004313089,0.00002387191,0.0003767011],"domain_scores_gemma":[0.999351,0.0001550452,0.0001906539,0.0002252232,0.00002363312,0.00005444401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001224368,0.00001336633,0.01013916,0.0001024439,0.00006007457,7.887691e-7,0.0001909649,0.00005642362,0.000006676752,0.9847029,0.000114336,0.004600564],"study_design_scores_gemma":[0.0007444476,0.00001047898,0.004434022,0.0001347457,0.000007731393,0.000001602219,0.0002593017,0.005984636,0.0003822278,0.8493235,0.1382709,0.0004463778],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2091569,0.0237711,0.0111503,0.09483345,0.001854875,0.000752834,0.0001381923,0.0002853703,0.6580569],"genre_scores_gemma":[0.9775005,0.001365468,0.0123638,0.006835412,0.00007322037,0.0000301528,0.000009726223,0.00002145833,0.001800278],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7683436,"threshold_uncertainty_score":0.8990834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4161552245505158,"score_gpt":0.4065649724819838,"score_spread":0.00959025206853198,"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."}}