{"id":"W3119641211","doi":"10.1287/mnsc.2020.3857","title":"Alleviating Drug Shortages: The Role of Mandated Reporting Induced Operational Transparency","year":2021,"lang":"en","type":"article","venue":"Management Science","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Transparency (behavior); Mandate; Economic shortage; Leverage (statistics); Public economics; Economics; Government (linguistics); Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001787286,0.00007892577,0.0001762291,0.0001060473,0.0002498067,0.0001257711,0.0004010025,0.00001574474,0.000387777],"category_scores_gemma":[0.0001608795,0.00007442832,0.00005936744,0.0005183222,0.0001084992,0.0002447109,0.0001534287,0.00008885507,0.00005090631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004524412,"about_ca_system_score_gemma":0.00003610388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006714796,"about_ca_topic_score_gemma":0.00001609111,"domain_scores_codex":[0.9983969,0.00000967375,0.0009222181,0.0003603526,0.00006850858,0.0002423493],"domain_scores_gemma":[0.9990586,0.00002627424,0.0005148328,0.0003078862,0.00003655977,0.00005582449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000002453547,0.0000665188,0.05130183,0.00002867523,0.00004211804,0.000007138314,0.0009229954,0.0006454637,0.00209445,0.9384401,0.0001663575,0.006281857],"study_design_scores_gemma":[0.001296659,0.00005155634,0.3456385,0.0001044626,0.00005029681,0.00001718376,0.003156225,0.187638,0.05910247,0.2094812,0.1923985,0.001064959],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7509024,0.0004592934,0.0005166929,0.002923926,0.0002188436,0.0001757339,0.00002305587,0.00001662208,0.2447635],"genre_scores_gemma":[0.9977959,0.0001151342,0.0006508036,0.0008833875,0.0000337244,0.00001428444,0.000006066035,0.000005842589,0.0004948975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.728959,"threshold_uncertainty_score":0.4245886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07525656714082045,"score_gpt":0.3060672752210256,"score_spread":0.2308107080802052,"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."}}