{"id":"W2003959180","doi":"10.4155/tde.10.59","title":"An Innovative Software Solution for Personalized Pharmacotherapy","year":2010,"lang":"en","type":"article","venue":"Therapeutic Delivery","topic":"Pharmacogenetics and Drug Metabolism","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Drug; Polypharmacy; Medicine; Drug metabolism; Pharmacology; Pharmacotherapy; Prodrug; Adverse effect; Intensive care medicine; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001070495,0.0003674832,0.000354052,0.0001831236,0.0004855811,0.0000474716,0.0005237125,0.0003773194,0.002873455],"category_scores_gemma":[0.0000294432,0.0003530795,0.0001662027,0.0003643705,0.0003751977,0.0002561395,0.00003584697,0.0009300575,0.0001099677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003435259,"about_ca_system_score_gemma":0.0001996272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000133969,"about_ca_topic_score_gemma":0.000007917208,"domain_scores_codex":[0.9978777,0.0003223147,0.0003968012,0.0004994784,0.0002185786,0.0006851446],"domain_scores_gemma":[0.9983053,0.0003575899,0.0001859164,0.0003113458,0.0005294253,0.000310394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009045352,0.0003721128,0.001114401,0.00001551871,0.000245777,0.000003322097,0.00103267,0.00002818586,0.656894,0.002089493,0.0008299127,0.3364701],"study_design_scores_gemma":[0.006007392,0.000208763,0.001096865,0.000003837264,0.0002570311,0.00002031194,0.00007069656,0.01401215,0.1966307,0.002422633,0.7787253,0.0005443284],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701533,0.002311153,0.01934336,0.0007853027,0.004816869,0.001153835,0.0003259241,0.0003482258,0.000762019],"genre_scores_gemma":[0.9705758,0.0007278428,0.009903693,0.01558661,0.00149942,0.0003212863,0.0001425367,0.000100494,0.001142325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7778954,"threshold_uncertainty_score":0.9998921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1205078008905193,"score_gpt":0.4545712455501631,"score_spread":0.3340634446596439,"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."}}