{"id":"W3198375955","doi":"10.3390/medicines8090046","title":"The Effective Strategies to Avoid Medication Errors and Improving Reporting Systems","year":2021,"lang":"en","type":"review","venue":"Medicines","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vetting; Medicine; MEDLINE; Checklist; Population; Incident report; Family medicine; Medical emergency; Environmental health; Computer science; Psychology; Political science; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1817463,0.002140014,0.003626601,0.01622666,0.002182015,0.01076083,0.005411731,0.006030832,0.004155443],"category_scores_gemma":[0.3861996,0.001734093,0.0053459,0.01373271,0.004247406,0.02851617,0.004303942,0.005124361,0.001720704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007968325,"about_ca_system_score_gemma":0.03695308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007451302,"about_ca_topic_score_gemma":0.007169727,"domain_scores_codex":[0.7789934,0.143745,0.04109566,0.005005907,0.0290307,0.002129287],"domain_scores_gemma":[0.5375414,0.295456,0.08756623,0.01652802,0.05959917,0.003309199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000162341,0.00021518,0.01113626,0.1424187,0.00126953,0.000272623,0.005629624,0.001126825,0.000765565,0.02178981,0.04707962,0.7681339],"study_design_scores_gemma":[0.000698911,0.0008195986,0.04051468,0.531273,0.004293395,0.001660169,0.01270837,0.001633527,0.002377785,0.0367309,0.3669044,0.0003852581],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005749891,0.7698228,0.02861155,0.1793928,0.004252261,0.001956886,0.0006080925,0.0003902741,0.009215469],"genre_scores_gemma":[0.08667424,0.7091706,0.1632062,0.0293376,0.005000032,0.004767912,0.0006278239,0.0001035125,0.001112066],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1817463,"threshold_uncertainty_score":0.9611778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1237263411850826,"score_gpt":0.5037736701756536,"score_spread":0.380047328990571,"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."}}