{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00162914,0.001405814,0.0007963238,0.0009282226,0.0003881432,0.002401783,0.002101988,0.002017706,0.03731599],"category_scores_gemma":[0.005458581,0.000636604,0.001366305,0.0006090544,0.0005116884,0.002090706,0.002884907,0.002393152,0.01801948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004846222,"about_ca_system_score_gemma":0.001012272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009152731,"about_ca_topic_score_gemma":0.0007394626,"domain_scores_codex":[0.998791,0.000287284,0.0001107458,0.000197242,0.0005338874,0.00007984774],"domain_scores_gemma":[0.9985666,0.0006352788,0.00009753639,0.0002959509,0.0002641461,0.0001406217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000612247,0.0001965761,0.001102118,0.000652881,0.0001771219,0.000702862,0.0003142484,0.01870871,0.008578776,0.03219978,0.2095594,0.7271953],"study_design_scores_gemma":[0.0003188349,0.0002455246,0.0007367161,0.0003118645,0.0001466288,0.001304234,0.00007621885,0.1381516,0.00847903,0.06573145,0.7843654,0.0001325291],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.002510889,0.001476576,0.8672071,0.003199134,0.0009391836,0.0004318409,0.001735978,0.09845907,0.02404034],"genre_scores_gemma":[0.06937147,0.00343256,0.841637,0.005696989,0.0009241532,0.001311012,0.006162767,0.00751761,0.06394652],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.03731599,"threshold_uncertainty_score":0.1248344,"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."}}