{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005270821,0.0003219937,0.001445164,0.0001573872,0.00128553,0.000008332259,0.0002374485,0.0003865019,0.00001826792],"category_scores_gemma":[0.01464093,0.0001756496,0.0001124157,0.0004165444,0.0001590544,0.00008629212,0.0001623391,0.001051833,0.00004887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001997803,"about_ca_system_score_gemma":0.001545482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000227514,"about_ca_topic_score_gemma":0.0001154801,"domain_scores_codex":[0.9946225,0.001503345,0.002389858,0.0004926207,0.0005283132,0.0004634036],"domain_scores_gemma":[0.9910108,0.003664622,0.004187317,0.0005637244,0.0002866822,0.0002868148],"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":[0.000004741849,0.00001146055,0.0001294959,0.04568087,0.000125082,0.00001751252,0.005079533,0.000002271443,0.000001437151,0.001004965,0.006417288,0.9415253],"study_design_scores_gemma":[0.0001322504,0.0000454152,0.0001895884,0.05419773,0.0004029316,0.00002365822,0.01727225,0.00001924083,7.753621e-8,0.00001407106,0.927551,0.0001517599],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003775164,0.9850646,0.002011745,0.002159303,0.005004163,0.00391058,0.000008741114,0.00009796128,0.001705206],"genre_scores_gemma":[0.0004127191,0.9936054,0.00004055107,0.0002821299,0.001273175,0.002867843,0.0001442351,0.0000431159,0.001330847],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9413736,"threshold_uncertainty_score":0.9936591,"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."}}