{"id":"W2305745693","doi":"","title":"Potential effects of rational prescribing on national health care spending: More than half a billion dollars in annual savings.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; College of Family Physicians of Canada","funders":"","keywords":"Medical prescription; Medicine; Health care; Drug class; Public health; Drug; Business; Environmental health; Pharmacology; Economics; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00375498,0.0008787798,0.0004686012,0.0009417771,0.0003956759,0.001371613,0.00040765,0.0007458712,0.00262504],"category_scores_gemma":[0.01283442,0.0002286714,0.001195134,0.002008402,0.000779691,0.001135574,0.0008272676,0.001065713,0.0003221354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01163268,"about_ca_system_score_gemma":0.01197268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1556103,"about_ca_topic_score_gemma":0.2078086,"domain_scores_codex":[0.9963008,0.001817889,0.0001473277,0.0001844319,0.001184593,0.0003649503],"domain_scores_gemma":[0.9949902,0.002048064,0.001238414,0.0002836767,0.001101733,0.0003378302],"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":[0.003128011,0.0006203618,0.3378949,0.002084038,0.003152937,0.0004799745,0.0004084792,0.08128744,0.001163436,0.04066758,0.06220205,0.4669108],"study_design_scores_gemma":[0.0004696119,0.001787049,0.7253001,0.0042083,0.003755008,0.0009996999,0.002150923,0.08811958,0.003968082,0.0485378,0.1205167,0.0001872371],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7101291,0.05304011,0.016654,0.06704518,0.00131839,0.0008167925,0.02951385,0.0003388427,0.1211437],"genre_scores_gemma":[0.9802871,0.007242352,0.004844447,0.002681985,0.0001213646,0.0001236573,0.002477705,0.00002184733,0.002199381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1556103,"threshold_uncertainty_score":0.309409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04209483166030748,"score_gpt":0.2714040410703456,"score_spread":0.2293092094100381,"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."}}