{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003452092,0.0001654578,0.0002743802,0.0002359415,0.0001320507,0.00003997194,0.0002400026,0.00006822436,0.000345509],"category_scores_gemma":[0.0004163019,0.0001301338,0.0001139767,0.000844539,0.000111421,0.0001020105,0.0001677211,0.0001617286,0.0002791143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002678066,"about_ca_system_score_gemma":0.0002572739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003035295,"about_ca_topic_score_gemma":0.000302163,"domain_scores_codex":[0.9982581,0.00004500187,0.0002840067,0.0003877352,0.0005498767,0.0004753201],"domain_scores_gemma":[0.9988079,0.00007420298,0.00002933431,0.0004728698,0.0001972554,0.0004184124],"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":[0.000637679,0.0003237465,0.3435947,0.0001772546,0.00008991366,0.0001280394,0.001691854,0.00002146345,0.002008314,0.001983847,0.5624997,0.08684352],"study_design_scores_gemma":[0.004110647,0.0002256161,0.2971802,0.0008011126,0.0001590245,0.00003635672,0.000804306,0.0008255399,0.001728878,0.001509547,0.69237,0.0002487864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9105421,0.0003304392,0.00897344,0.04913146,0.001300411,0.0009372121,0.00006605464,0.0001260753,0.02859284],"genre_scores_gemma":[0.9587202,0.00005410576,0.0007003681,0.02458125,0.0002491506,0.00004173831,0.00004358835,0.000009635085,0.01559997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1298703,"threshold_uncertainty_score":0.5306702,"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."}}