{"id":"W4416432011","doi":"10.2139/ssrn.5748329","title":"Pharmaceutical Governance System for Costly Drugs Through Human Rights Due Diligence","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Due diligence; Human rights; Corporate governance; Legislation; Pharmaceutical industry","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":[0.01435764,0.0004703736,0.0009397881,0.001224349,0.001603372,0.007453366,0.001273636,0.005913465,0.01493723],"category_scores_gemma":[0.03708783,0.0003948098,0.0007800492,0.0007835919,0.004196519,0.004790368,0.003324461,0.004197603,0.001246095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003775193,"about_ca_system_score_gemma":0.005701751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002301687,"about_ca_topic_score_gemma":0.002127111,"domain_scores_codex":[0.9868652,0.006037541,0.0005273331,0.002018086,0.002356993,0.002194899],"domain_scores_gemma":[0.976876,0.01060172,0.004218385,0.003643265,0.002665132,0.001995549],"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":[0.00005359167,0.0000639399,0.001238732,0.00004841812,0.00004044413,0.0001329205,0.0001352623,0.0034097,0.0004312179,0.9721531,0.008228404,0.01406434],"study_design_scores_gemma":[0.0001556273,0.00008273355,0.002106515,0.00007744825,0.00003655913,0.0001169241,0.00009551059,0.015755,0.000542943,0.9609846,0.02001495,0.00003109828],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.184922,0.003172167,0.2434724,0.1058831,0.001414859,0.0008728319,0.0006655326,0.0005592102,0.4590378],"genre_scores_gemma":[0.964067,0.0003394933,0.006507653,0.002554831,0.0007713719,0.0001550297,0.00004916051,0.00003567207,0.02551977],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01493723,"threshold_uncertainty_score":0.07593137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04790202717491207,"score_gpt":0.3326700863694269,"score_spread":0.2847680591945149,"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."}}