{"id":"W4410856362","doi":"10.1021/cen-10314-buscon2","title":"AI start-up raises $11 million to make drug formulations better","year":2025,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drug; Business; Computer science; Pharmacology; Medicine","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":[0.003328786,0.00157817,0.0005972232,0.002610991,0.003741176,0.009335062,0.001218197,0.005998692,0.1784791],"category_scores_gemma":[0.008006705,0.0008022403,0.001604757,0.001154154,0.002338712,0.0053777,0.005189578,0.007001717,0.07260267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007017352,"about_ca_system_score_gemma":0.007814754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02714067,"about_ca_topic_score_gemma":0.03925076,"domain_scores_codex":[0.9955505,0.0003617739,0.0001166725,0.0003408174,0.003057371,0.0005728494],"domain_scores_gemma":[0.9911512,0.001032478,0.0002645056,0.0003747048,0.002879611,0.00429746],"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":[0.000109915,0.00009077159,0.0003217082,0.00009579448,0.00001576041,0.0001538425,0.0000865805,0.00004209997,0.001533636,0.006610383,0.9393387,0.0516009],"study_design_scores_gemma":[0.00002741086,0.0000707985,0.0008714491,0.0000553493,0.000009967772,0.0001224443,0.0001041499,0.0001084652,0.0004021898,0.0006385193,0.997572,0.00001730645],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007665725,0.02014074,0.005796799,0.1869388,0.03537208,0.0005985982,0.002924277,0.007401319,0.7331616],"genre_scores_gemma":[0.04417726,0.01614543,0.006218858,0.04257775,0.00479803,0.0002985295,0.00515485,0.001264579,0.8793648],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1784791,"threshold_uncertainty_score":0.597072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01373767637500997,"score_gpt":0.351448883385249,"score_spread":0.337711207010239,"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."}}