{"id":"W4309825818","doi":"10.1093/fampra/cmac124","title":"Improving prescribing: a feasibility study of pharmacogenetic testing with clinical decision support in primary healthcare in Singapore","year":2022,"lang":"en","type":"article","venue":"Family Practice","topic":"Pharmacogenetics and Drug Metabolism","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Nanyang Technological University","keywords":"Medicine; Pharmacogenetics; Health care; Clinical decision support system; Primary health care; Primary care; Family medicine; Genotype; Environmental health","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":[0.01472733,0.0004607146,0.0006670382,0.0006290256,0.001436959,0.001563218,0.0007167404,0.001048969,0.003004876],"category_scores_gemma":[0.02587282,0.0008781905,0.0007875403,0.001111589,0.0009240937,0.001253614,0.00184677,0.0009441471,0.0006434869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003155027,"about_ca_system_score_gemma":0.008486628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01807227,"about_ca_topic_score_gemma":0.02428458,"domain_scores_codex":[0.9826763,0.01212183,0.001091702,0.0009934477,0.002027376,0.001089353],"domain_scores_gemma":[0.9772659,0.008509649,0.005372202,0.001973548,0.002298202,0.004580468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.002000537,0.006797169,0.9638934,0.0002163595,0.0001472211,0.0004928809,0.005639768,0.0001818657,0.0003777215,0.00007114261,0.0004640463,0.01971778],"study_design_scores_gemma":[0.001361948,0.02083802,0.9705049,0.0001058377,0.000153379,0.0004226372,0.003556265,0.001722302,0.0002577721,0.000101053,0.0009369384,0.00003895104],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981635,0.0000534984,0.0001236747,0.0002442392,0.000006805801,0.0006541831,0.00009830153,0.000006238301,0.0006497069],"genre_scores_gemma":[0.9973722,0.00008618061,0.001475613,0.0002752669,0.00001679272,0.0005589734,0.0000777507,0.000002668686,0.0001346069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01807227,"threshold_uncertainty_score":0.07788646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3307162113090567,"score_gpt":0.5082645261015374,"score_spread":0.1775483147924807,"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."}}