{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000864717,0.0001507197,0.0005185693,0.0006340503,0.0001354558,0.00003765463,0.000143763,0.0001322173,0.0001140814],"category_scores_gemma":[0.0001538782,0.0001850853,0.00009342456,0.0003333862,0.00007393825,0.0001018516,0.00002214359,0.0001481349,0.0000576516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001321644,"about_ca_system_score_gemma":0.001112265,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09354807,"about_ca_topic_score_gemma":0.008173726,"domain_scores_codex":[0.9980978,0.00002273409,0.0009093169,0.0003700872,0.00001743806,0.0005826643],"domain_scores_gemma":[0.9985436,0.0001196242,0.0002676255,0.0002386839,0.00002679319,0.0008037385],"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":[0.000005419767,0.00002163537,0.00008190442,0.000481946,0.00003701622,4.117376e-7,0.001420648,0.000007004032,0.000006767636,0.6447219,0.3174598,0.03575552],"study_design_scores_gemma":[0.0003111642,0.0001119218,0.0006142476,0.00004073107,0.000005716252,0.000002423041,0.0000331741,0.003427197,0.00001356564,0.0116981,0.9835874,0.0001543615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09353334,0.2544789,0.001015488,0.5440784,0.003317802,0.006887305,0.02267745,0.0001559376,0.07385547],"genre_scores_gemma":[0.8641573,0.0348403,0.00147513,0.0881545,0.002295265,0.0007542271,0.00076126,0.0001581591,0.007403904],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7706239,"threshold_uncertainty_score":0.9124881,"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."}}