{"id":"W2898957792","doi":"10.1111/anae.14482","title":"Medication handling: towards a practical, human‐centred approach","year":2018,"lang":"en","type":"editorial","venue":"Anaesthesia","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Royal College of Anaesthetists","keywords":"Medicine; Adverse effect; Intensive care medicine; Audit; Distraction; Mistake; Patient safety; Syringe; Medical emergency; Health care; Pharmacology; Psychiatry","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":[0.05283345,0.002065042,0.002473373,0.003359518,0.00538142,0.02036332,0.007154702,0.02610881,0.01039235],"category_scores_gemma":[0.08466929,0.001394503,0.002579315,0.001585959,0.02095688,0.0233727,0.01085238,0.0388647,0.009744931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007399689,"about_ca_system_score_gemma":0.01968678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001970843,"about_ca_topic_score_gemma":0.004250458,"domain_scores_codex":[0.9433883,0.02279374,0.005466425,0.003872013,0.02282268,0.001656866],"domain_scores_gemma":[0.8320507,0.09501884,0.006655119,0.007798136,0.0446486,0.01382864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006345368,0.0000769731,0.0001940363,0.003117617,0.00007475024,0.0006217848,0.004024093,0.0002849112,0.0005006482,0.0313206,0.7977799,0.1619413],"study_design_scores_gemma":[0.00001471333,0.00005975549,0.0001270365,0.001611481,0.0000259055,0.0005104395,0.0007696036,0.0001184494,0.0001262312,0.01811385,0.9784834,0.00003908034],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0002994096,0.07286674,0.02545545,0.5989335,0.2841518,0.0001806643,0.00004376511,0.0005834085,0.01748529],"genre_scores_gemma":[0.009517091,0.08648469,0.03763347,0.4376331,0.4015171,0.0003836146,0.00008291805,0.0008025646,0.02594541],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05283345,"threshold_uncertainty_score":0.2794133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1206492274219189,"score_gpt":0.4548828397425111,"score_spread":0.3342336123205922,"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."}}