{"id":"W4401982116","doi":"10.54194/kjry1417","title":"Benefit of expedited regulatory approval for oncology drugs eliminated by slow reimbursement reviews and price negotiations","year":2024,"lang":"en","type":"article","venue":"Canadian Health Policy","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Reimbursement; Negotiation; Drug approval; Business; Pharmacology; Medicine; Political science; Law; Drug","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.1042414,0.001265213,0.002603807,0.00676503,0.003372645,0.01434903,0.003317571,0.01612515,0.01898399],"category_scores_gemma":[0.2631447,0.001562363,0.005548336,0.003536726,0.002999605,0.006277093,0.005611402,0.01266849,0.003540193],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009529837,"about_ca_system_score_gemma":0.04472832,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008026298,"about_ca_topic_score_gemma":0.01312548,"domain_scores_codex":[0.9035895,0.0339871,0.007312481,0.004989738,0.03966889,0.01045226],"domain_scores_gemma":[0.5320669,0.3109179,0.05814601,0.02174671,0.05467488,0.02244763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.009291271,0.002993843,0.0579735,0.002252054,0.002428505,0.003804021,0.0008951241,0.02052629,0.01088572,0.124087,0.3666959,0.3981668],"study_design_scores_gemma":[0.01502635,0.008708772,0.3466157,0.001663344,0.004007134,0.004538785,0.001376719,0.02667202,0.01280718,0.04634149,0.5311003,0.001142157],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2325663,0.01362979,0.02731167,0.4466764,0.00827815,0.004450847,0.002892996,0.003478281,0.2607157],"genre_scores_gemma":[0.7536776,0.002750991,0.02611245,0.1726002,0.008668436,0.001400087,0.001473606,0.0004490538,0.03286763],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9919737,"threshold_uncertainty_score":0.5512877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07052812717698538,"score_gpt":0.363585571583494,"score_spread":0.2930574444065086,"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."}}