{"id":"W4416118304","doi":"10.1136/bmj-2023-074982","title":"Pharmaceutical governance system for costly drugs through human rights due diligence","year":2025,"lang":"en","type":"article","venue":"BMJ","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Due diligence; Human rights; Corporate governance; Access to medicines; Drug industry; 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":[0.053159,0.0006209576,0.0008902908,0.00152198,0.004670193,0.01573019,0.002170732,0.02451426,0.01347665],"category_scores_gemma":[0.1382961,0.000675489,0.001314983,0.001056713,0.01399197,0.009678339,0.006865397,0.02033857,0.004024987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008478975,"about_ca_system_score_gemma":0.02921006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007653225,"about_ca_topic_score_gemma":0.006178948,"domain_scores_codex":[0.9469374,0.02289972,0.002498544,0.004666644,0.01570422,0.007293409],"domain_scores_gemma":[0.9227048,0.03541341,0.007543985,0.01072463,0.01479448,0.00881872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002826439,0.00004762546,0.0004911785,0.00005096025,0.00003462543,0.00006597187,0.0003794708,0.0004114708,0.0001925215,0.7814342,0.2007933,0.01607041],"study_design_scores_gemma":[0.0001474094,0.00007595768,0.001556412,0.0002483061,0.00003438372,0.0001256498,0.0002081971,0.001795268,0.0005992071,0.5271682,0.4679544,0.00008672538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002592684,0.001829797,0.01163798,0.8728224,0.007068522,0.0001737202,0.0001319899,0.0001872965,0.1035556],"genre_scores_gemma":[0.2449772,0.002250586,0.01482246,0.574397,0.02152332,0.0008873609,0.0002097757,0.0003288168,0.1406035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.053159,"threshold_uncertainty_score":0.281135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07714213236827773,"score_gpt":0.3720254822897948,"score_spread":0.294883349921517,"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."}}