{"id":"W4402721794","doi":"10.54097/2cg61f33","title":"Strategic Resilience and Financial Analysis of Merck & Co., Inc.: Navigating Challenges and Opportunities in the Pharmaceutical Industry","year":2024,"lang":"en","type":"article","venue":"Highlights in Business Economics and Management","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Resilience (materials science); Business; Pharmaceutical industry; Finance; Biotechnology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000806067,0.000213966,0.0003350641,0.0007763612,0.0001022371,0.0003488613,0.0002113542,0.0001009445,0.00002173803],"category_scores_gemma":[0.000007905257,0.0001614751,0.00003064938,0.0005833101,0.0002291052,0.0005776663,0.0002797887,0.0001833596,0.000002334064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000236766,"about_ca_system_score_gemma":0.00001485872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003866801,"about_ca_topic_score_gemma":0.001261857,"domain_scores_codex":[0.9986924,0.0000237684,0.0004266679,0.0004681201,0.0001249425,0.0002640804],"domain_scores_gemma":[0.9995602,0.00008799323,0.0001035808,0.0002034064,0.00002743512,0.00001739142],"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":[0.0000226361,0.00006333009,0.0009937567,0.001053485,0.0001057668,0.00006720344,0.0006734211,0.001026153,0.000002603486,0.9628338,0.0001047561,0.03305305],"study_design_scores_gemma":[0.001037363,0.00001962532,0.2838288,0.0007281245,0.0009336972,0.000007306847,0.01230738,0.05564969,0.000005379722,0.01148728,0.6332456,0.0007496977],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689557,0.006120934,0.00001996178,0.01530095,0.0001620863,0.0003962442,0.000005909503,0.00002308301,0.009015149],"genre_scores_gemma":[0.8176648,0.1814274,0.00005367633,0.0006016988,0.00009880612,0.00004942847,0.00001936656,0.00001070236,0.00007408544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9513466,"threshold_uncertainty_score":0.6584763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07259923639512189,"score_gpt":0.294149565841402,"score_spread":0.2215503294462801,"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."}}