{"id":"W2321842580","doi":"10.1021/cen-v088n006.p011","title":"MORE R&amp;D CUTS FROM BIG PHARMA","year":2010,"lang":"en","type":"article","venue":"Chemical & Engineering News","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vrije Universiteit Brussel; AstraZeneca; Pfizer","keywords":"Business; Economics; Chemistry; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007531029,0.001555317,0.0007318042,0.001840256,0.003059404,0.01123373,0.001408209,0.00767111,0.0885473],"category_scores_gemma":[0.01425926,0.0008486912,0.002000851,0.0011082,0.002107911,0.00581588,0.002740175,0.009384258,0.05001731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004192153,"about_ca_system_score_gemma":0.009589645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005259602,"about_ca_topic_score_gemma":0.01008562,"domain_scores_codex":[0.9896187,0.001373278,0.0004217923,0.0007946407,0.006781775,0.001009924],"domain_scores_gemma":[0.983704,0.00254823,0.0007967808,0.001601281,0.004033059,0.007316596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008826525,0.00006509165,0.0001518024,0.00009230088,0.00001398762,0.00008375288,0.00003047484,0.00004997818,0.0006589411,0.005118593,0.9595863,0.03406069],"study_design_scores_gemma":[0.00008563951,0.0001431889,0.001078893,0.00006957319,0.0000135349,0.0001355379,0.00008020367,0.00008418765,0.0004741399,0.002447341,0.9953648,0.00002281699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.004110108,0.01225045,0.004827376,0.6048525,0.07555682,0.0002794541,0.00226,0.00277962,0.2930837],"genre_scores_gemma":[0.02140724,0.01110687,0.007130209,0.5364056,0.02120284,0.0001873079,0.002746194,0.00075362,0.39906],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.0885473,"threshold_uncertainty_score":0.2962202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006912507085492697,"score_gpt":0.2026004398674293,"score_spread":0.1956879327819366,"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."}}